Data profiling before data preparation

Dataset statistics

Number of variables	166
Number of observations	36259
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.9 MiB
Average record size in memory	1.3 KiB

Variable types

NUM	85
BOOL	63
CAT	18

Warnings

`arthritis_onset` is highly correlated with `arthritis`	High correlation
`arthritis` is highly correlated with `arthritis_onset`	High correlation
`heart_failure_onset` is highly correlated with `heart_failure`	High correlation
`heart_failure` is highly correlated with `heart_failure_onset`	High correlation
`heart_disease_onset` is highly correlated with `heart_disease`	High correlation
`heart_disease` is highly correlated with `heart_disease_onset`	High correlation
`angina_onset` is highly correlated with `angina`	High correlation
`angina` is highly correlated with `angina_onset`	High correlation
`heart_attack_onset` is highly correlated with `heart_attack`	High correlation
`heart_attack` is highly correlated with `heart_attack_onset`	High correlation
`stroke_onset` is highly correlated with `stroke`	High correlation
`stroke` is highly correlated with `stroke_onset`	High correlation
`emphysema_onset` is highly correlated with `emphysema`	High correlation
`emphysema` is highly correlated with `emphysema_onset`	High correlation
`liver_condition_onset` is highly correlated with `liver_condition`	High correlation
`liver_condition` is highly correlated with `liver_condition_onset`	High correlation
`thyroid_problem_onset` is highly correlated with `thyroid_problem`	High correlation
`thyroid_problem` is highly correlated with `thyroid_problem_onset`	High correlation
`first_cancer_count` is highly correlated with `cancer`	High correlation
`cancer` is highly correlated with `first_cancer_count`	High correlation
`calcium` is highly correlated with `albumin` and 6 other fields	High correlation
`albumin` is highly correlated with `calcium` and 4 other fields	High correlation
`CO2` is highly correlated with `calcium` and 2 other fields	High correlation
`total_protein` is highly correlated with `albumin` and 5 other fields	High correlation
`sodium` is highly correlated with `albumin` and 6 other fields	High correlation
`potassium` is highly correlated with `calcium` and 3 other fields	High correlation
`chloride` is highly correlated with `albumin` and 5 other fields	High correlation
`osmolality` is highly correlated with `albumin` and 6 other fields	High correlation
`globulin` is highly correlated with `total_protein`	High correlation
`hemoglobin` is highly correlated with `RBC_count` and 1 other fields	High correlation
`RBC_count` is highly correlated with `hemoglobin` and 1 other fields	High correlation
`hematocrit` is highly correlated with `RBC_count` and 1 other fields	High correlation
`MCH` is highly correlated with `MCV` and 1 other fields	High correlation
`MCV` is highly correlated with `MCH` and 1 other fields	High correlation
`MCHC` is highly correlated with `MCV` and 1 other fields	High correlation
`white_BCC` is highly skewed (γ1 = 42.47624501)	Skewed
`lymphocyte_count` is highly skewed (γ1 = 113.2704078)	Skewed
`cocaine_per_month` is highly skewed (γ1 = 49.82114522)	Skewed
`heronine_per_month` is highly skewed (γ1 = 38.06270681)	Skewed
`meth_per_month` is highly skewed (γ1 = 31.76947474)	Skewed
`SEQN` has unique values	Unique
`education_level` has 2157 (5.9%) zeros	Zeros
`household_income` has 1813 (5.0%) zeros	Zeros
`asthma_onset` has 30981 (85.4%) zeros	Zeros
`arthritis_onset` has 27002 (74.5%) zeros	Zeros
`heart_failure_onset` has 35164 (97.0%) zeros	Zeros
`heart_disease_onset` has 34890 (96.2%) zeros	Zeros
`angina_onset` has 35387 (97.6%) zeros	Zeros
`heart_attack_onset` has 34837 (96.1%) zeros	Zeros
`stroke_onset` has 35000 (96.5%) zeros	Zeros
`emphysema_onset` has 35566 (98.1%) zeros	Zeros
`bronchitis_onset` has 34295 (94.6%) zeros	Zeros
`liver_condition_onset` has 34879 (96.2%) zeros	Zeros
`thyroid_problem_onset` has 32795 (90.4%) zeros	Zeros
`cancer_onset` has 35750 (98.6%) zeros	Zeros
`BMI` has 386 (1.1%) zeros	Zeros
`pulse` has 728 (2.0%) zeros	Zeros
`systolic` has 2530 (7.0%) zeros	Zeros
`diastolic` has 2724 (7.5%) zeros	Zeros
`total_cholesterol` has 1800 (5.0%) zeros	Zeros
`HDL` has 1800 (5.0%) zeros	Zeros
`triglyceride` has 19850 (54.7%) zeros	Zeros
`LDL` has 20132 (55.5%) zeros	Zeros
`albumin` has 1915 (5.3%) zeros	Zeros
`ALT` has 1999 (5.5%) zeros	Zeros
`AST` has 2016 (5.6%) zeros	Zeros
`ALP` has 1923 (5.3%) zeros	Zeros
`BUN` has 1921 (5.3%) zeros	Zeros
`calcium` has 1950 (5.4%) zeros	Zeros
`CO2` has 1992 (5.5%) zeros	Zeros
`creatinine` has 1917 (5.3%) zeros	Zeros
`GGT` has 1923 (5.3%) zeros	Zeros
`glucose` has 1917 (5.3%) zeros	Zeros
`iron` has 1955 (5.4%) zeros	Zeros
`LHD` has 2106 (5.8%) zeros	Zeros
`phosphorus` has 1923 (5.3%) zeros	Zeros
`bilirubin` has 1939 (5.3%) zeros	Zeros
`total_protein` has 1966 (5.4%) zeros	Zeros
`uric_acid` has 1927 (5.3%) zeros	Zeros
`sodium` has 1918 (5.3%) zeros	Zeros
`potassium` has 1924 (5.3%) zeros	Zeros
`chloride` has 1918 (5.3%) zeros	Zeros
`osmolality` has 1923 (5.3%) zeros	Zeros
`globulin` has 1967 (5.4%) zeros	Zeros
`white_BCC` has 1446 (4.0%) zeros	Zeros
`lymphocyte_percent` has 1510 (4.2%) zeros	Zeros
`monocyte_percent` has 1510 (4.2%) zeros	Zeros
`neutrophils_percent` has 1510 (4.2%) zeros	Zeros
`eosinophils_percent` has 1510 (4.2%) zeros	Zeros
`basophils_percent` has 1510 (4.2%) zeros	Zeros
`lymphocyte_count` has 1511 (4.2%) zeros	Zeros
`monocyte_count` has 1511 (4.2%) zeros	Zeros
`neutrophils_count` has 1511 (4.2%) zeros	Zeros
`eosinophils_count` has 1511 (4.2%) zeros	Zeros
`basophils_count` has 1511 (4.2%) zeros	Zeros
`RBC_count` has 1445 (4.0%) zeros	Zeros
`hemoglobin` has 1445 (4.0%) zeros	Zeros
`hematocrit` has 1445 (4.0%) zeros	Zeros
`MCV` has 1445 (4.0%) zeros	Zeros
`MCH` has 1445 (4.0%) zeros	Zeros
`MCHC` has 1429 (3.9%) zeros	Zeros
`RDW` has 1445 (4.0%) zeros	Zeros
`platelet_count` has 1446 (4.0%) zeros	Zeros
`MPV` has 1446 (4.0%) zeros	Zeros
`time_in_current_job` has 16672 (46.0%) zeros	Zeros
`drinks_per_occasion` has 12804 (35.3%) zeros	Zeros
`drinks_past_year` has 12808 (35.3%) zeros	Zeros
`marijuana_per_month` has 32756 (90.3%) zeros	Zeros
`cocaine_number_uses` has 32310 (89.1%) zeros	Zeros
`cocaine_per_month` has 35837 (98.8%) zeros	Zeros
`heronine_per_month` has 36200 (99.8%) zeros	Zeros
`meth_number_uses` has 34660 (95.6%) zeros	Zeros
`meth_per_month` has 36111 (99.6%) zeros	Zeros
`start_smoking_age` has 21426 (59.1%) zeros	Zeros
`previous_cigarettes_per_day` has 28368 (78.2%) zeros	Zeros
`current_cigarettes_per_day` has 28822 (79.5%) zeros	Zeros
`days_quit_smoking` has 27934 (77.0%) zeros	Zeros
`household_smokers` has 10780 (29.7%) zeros	Zeros
`prescriptions_count` has 16032 (44.2%) zeros	Zeros

Reproduction

Analysis started	2022-05-06 11:45:09.877731
Analysis finished	2022-05-06 11:46:27.137246
Duration	1 minute and 17.26 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

SEQN
Real number (ℝ_≥0)

UNIQUE

Distinct	36259
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67521.5638
Minimum	31131
Maximum	102956
Zeros	0
Zeros (%)	0.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	31131
5-th percentile	35125.6
Q1	49463
median	66902
Q3	85901.5
95-th percentile	99540.1
Maximum	102956
Range	71825
Interquartile range (IQR)	36438.5

Descriptive statistics

Standard deviation	20832.29403
Coefficient of variation (CV)	0.3085280147
Kurtosis	-1.234354549
Mean	67521.5638
Median Absolute Deviation (MAD)	18208
Skewness	0.001381509476
Sum	2448264382
Variance	433984474.5
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31131	1	< 0.1%
80181	1	< 0.1%
80168	1	< 0.1%
80169	1	< 0.1%
80170	1	< 0.1%
80175	1	< 0.1%
80178	1	< 0.1%
80179	1	< 0.1%
80183	1	< 0.1%
80164	1	< 0.1%
Other values (36249)	36249	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31131	1	< 0.1%
31132	1	< 0.1%
31134	1	< 0.1%
31139	1	< 0.1%
31143	1	< 0.1%

Value	Count	Frequency (%)
102956	1	< 0.1%
102954	1	< 0.1%
102953	1	< 0.1%
102952	1	< 0.1%
102949	1	< 0.1%

depression
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Not Depressed	33091
Depressed	3168

Frequencies
Length

Value	Count	Frequency (%)
Not Depressed	33091	91.3%
Depressed	3168	8.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	13
Mean length	12.65051436
Min length	9

gender
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

1	18447
0	17812

Common Values
Chart

Value	Count	Frequency (%)
1	18447	50.9%
0	17812	49.1%

age
Real number (ℝ_≥0)

Distinct	68
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.78625996
Minimum	18
Maximum	85
Zeros	0
Zeros (%)	0.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	18
5-th percentile	19
Q1	31
median	47
Q3	63
95-th percentile	80
Maximum	85
Range	67
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	18.76397783
Coefficient of variation (CV)	0.3926647083
Kurtosis	-1.141364256
Mean	47.78625996
Median Absolute Deviation (MAD)	16
Skewness	0.08984870427
Sum	1732682
Variance	352.086864
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	1829	5.0%
18	1076	3.0%
19	1055	2.9%
60	774	2.1%
61	725	2.0%
62	685	1.9%
63	652	1.8%
22	631	1.7%
23	617	1.7%
40	613	1.7%
Other values (58)	27602	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	1076	3.0%
19	1055	2.9%
20	584	1.6%
21	570	1.6%
22	631	1.7%

Value	Count	Frequency (%)
85	101	0.3%
84	24	0.1%
83	34	0.1%
82	35	0.1%
81	45	0.1%

race
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

White	15179
Black	7930
Mexican	5874
Other and Multiracial	3848
Other Hispanic	3428

Frequencies
Length

Value	Count	Frequency (%)
White	15179	41.9%
Black	7930	21.9%
Mexican	5874	16.2%
Other and Multiracial	3848	10.6%
Other Hispanic	3428	9.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	21
Median length	5
Mean length	7.872886732
Min length	5

citizenship
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Citizen	31238
Not Citizen	4952
Missing	69

Frequencies
Length

Value	Count	Frequency (%)
Citizen	31238	86.2%
Not Citizen	4952	13.7%
Missing	69	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	7
Mean length	7.546291955
Min length	7

education_level
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.209106705
Minimum	0
Maximum	5
Zeros	2157
Zeros (%)	5.9%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.464931537
Coefficient of variation (CV)	0.4564919997
Kurtosis	-0.5719330285
Mean	3.209106705
Median Absolute Deviation (MAD)	1
Skewness	-0.5887800903
Sum	116359
Variance	2.146024407
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	10136	28.0%
3	7887	21.8%
5	7813	21.5%
2	4823	13.3%
1	3443	9.5%
0	2157	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2157	5.9%
1	3443	9.5%
2	4823	13.3%
3	7887	21.8%
4	10136	28.0%

Value	Count	Frequency (%)
5	7813	21.5%
4	10136	28.0%
3	7887	21.8%
2	4823	13.3%
1	3443	9.5%

marital_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Married	17574
Never Married	6602
Divorced	3751
Partner	2842
Widowed	2695
Other values (2)	2795

Frequencies
Length

Value	Count	Frequency (%)
Married	17574	48.5%
Never Married	6602	18.2%
Divorced	3751	10.3%
Partner	2842	7.8%
Widowed	2695	7.4%
Missing	1636	4.5%
Separated	1159	3.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	7
Mean length	8.259852726
Min length	7

household_size
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.206348769
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.677449524
Coefficient of variation (CV)	0.523165022
Kurtosis	-0.439337375
Mean	3.206348769
Median Absolute Deviation (MAD)	1
Skewness	0.6473513447
Sum	116259
Variance	2.813836905
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	10769	29.7%
3	6607	18.2%
4	5905	16.3%
1	4945	13.6%
5	3929	10.8%
7	2066	5.7%
6	2038	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4945	13.6%
2	10769	29.7%
3	6607	18.2%
4	5905	16.3%
5	3929	10.8%

Value	Count	Frequency (%)
7	2066	5.7%
6	2038	5.6%
5	3929	10.8%
4	5905	16.3%
3	6607	18.2%

pregnant
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Missing	28366
No	7237
Yes	656

Frequencies
Length

Value	Count	Frequency (%)
Missing	28366	78.2%
No	7237	20.0%
Yes	656	1.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	5.929672633
Min length	2

birth_place
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

USA	26624
Mexico	7704
Other Spanish Country	865
Other Non Spanish Country	690
Elsewhere	362

Frequencies
Length

Value	Count	Frequency (%)
USA	26624	73.4%
Mexico	7704	21.2%
Other Spanish Country	865	2.4%
Other Non Spanish Country	690	1.9%
Elsewhere	362	1.0%
Missing	14	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	25
Median length	3
Mean length	4.54692628
Min length	3

veteran
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

No	32325
Yes	3929
Missing	5

Frequencies
Length

Value	Count	Frequency (%)
No	32325	89.2%
Yes	3929	10.8%
Missing	5	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	2
Mean length	2.109048788
Min length	2

household_income
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.919357953
Minimum	0
Maximum	12
Zeros	1813
Zeros (%)	5.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	12
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.523152592
Coefficient of variation (CV)	0.509173339
Kurtosis	-0.9595620438
Mean	6.919357953
Median Absolute Deviation (MAD)	3
Skewness	-0.1357985848
Sum	250889
Variance	12.41260419
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
12	4906	13.5%
6	4154	11.5%
5	3947	10.9%
11	3839	10.6%
7	3419	9.4%
4	2803	7.7%
8	2796	7.7%
3	2407	6.6%
9	2119	5.8%
0	1813	5.0%
Other values (3)	4056	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1813	5.0%
1	828	2.3%
2	1473	4.1%
3	2407	6.6%
4	2803	7.7%

Value	Count	Frequency (%)
12	4906	13.5%
11	3839	10.6%
10	1755	4.8%
9	2119	5.8%
8	2796	7.7%

asthma
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	30902
1	5357

Common Values
Chart

Value	Count	Frequency (%)
0	30902	85.2%
1	5357	14.8%

asthma_onset
Real number (ℝ_≥0)

ZEROS

Distinct	82
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.142364654
Minimum	0
Maximum	85
Zeros	30981
Zeros (%)	85.4%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	25
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.7631073
Coefficient of variation (CV)	3.425161777
Kurtosis	18.28610056
Mean	3.142364654
Median Absolute Deviation (MAD)	0
Skewness	4.194778713
Sum	113939
Variance	115.8444788
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30981	85.4%
1	482	1.3%
5	306	0.8%
10	272	0.8%
6	228	0.6%
7	220	0.6%
8	212	0.6%
12	193	0.5%
4	159	0.4%
3	153	0.4%
Other values (72)	3053	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30981	85.4%
1	482	1.3%
2	130	0.4%
3	153	0.4%
4	159	0.4%

Value	Count	Frequency (%)
85	2	< 0.1%
80	20	0.1%
79	2	< 0.1%
78	7	< 0.1%
77	4	< 0.1%

asthma_currently
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	33142
1	3117

Common Values
Chart

Value	Count	Frequency (%)
0	33142	91.4%
1	3117	8.6%

asthma_emergency
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35760
1	499

Common Values
Chart

Value	Count	Frequency (%)
0	35760	98.6%
1	499	1.4%

anemia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34729
1	1530

Common Values
Chart

Value	Count	Frequency (%)
0	34729	95.8%
1	1530	4.2%

ever_overweight
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	23742
1	12517

Common Values
Chart

Value	Count	Frequency (%)
0	23742	65.5%
1	12517	34.5%

blood_transfusion
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	32018
1	4241

Common Values
Chart

Value	Count	Frequency (%)
0	32018	88.3%
1	4241	11.7%

arthritis
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	26863
1	9396

Common Values
Chart

Value	Count	Frequency (%)
0	26863	74.1%
1	9396	25.9%

heart_failure
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35150
1	1109

Common Values
Chart

Value	Count	Frequency (%)
0	35150	96.9%
1	1109	3.1%

heart_disease
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34872
1	1387

Common Values
Chart

Value	Count	Frequency (%)
0	34872	96.2%
1	1387	3.8%

angina
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35374
1	885

Common Values
Chart

Value	Count	Frequency (%)
0	35374	97.6%
1	885	2.4%

heart_attack
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34815
1	1444

Common Values
Chart

Value	Count	Frequency (%)
0	34815	96.0%
1	1444	4.0%

stroke
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34975
1	1284

Common Values
Chart

Value	Count	Frequency (%)
0	34975	96.5%
1	1284	3.5%

emphysema
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35553
1	706

Common Values
Chart

Value	Count	Frequency (%)
0	35553	98.1%
1	706	1.9%

bronchitis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34226
1	2033

Common Values
Chart

Value	Count	Frequency (%)
0	34226	94.4%
1	2033	5.6%

liver_condition
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34864
1	1395

Common Values
Chart

Value	Count	Frequency (%)
0	34864	96.2%
1	1395	3.8%

thyroid_problem
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	32746
1	3513

Common Values
Chart

Value	Count	Frequency (%)
0	32746	90.3%
1	3513	9.7%

bronchitis_currently
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35305
1	954

Common Values
Chart

Value	Count	Frequency (%)
0	35305	97.4%
1	954	2.6%

liver_condition_currently
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35501
1	758

Common Values
Chart

Value	Count	Frequency (%)
0	35501	97.9%
1	758	2.1%

thyroid_problem_currently
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	33675
1	2584

Common Values
Chart

Value	Count	Frequency (%)
0	33675	92.9%
1	2584	7.1%

cancer
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	32973
1	3286

Common Values
Chart

Value	Count	Frequency (%)
0	32973	90.9%
1	3286	9.1%

first_cancer_type
Categorical

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

None	33001
Breast	521
Skin Non Melanoma	498
Prostate	494
Skin Other	241
Other values (26)	1504

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
None	33001	91.0%
Breast	521	1.4%
Skin Non Melanoma	498	1.4%
Prostate	494	1.4%
Skin Other	241	0.7%
Cervical	220	0.6%
Colon	204	0.6%
Melanoma	195	0.5%
Other	143	0.4%
Uterine	128	0.4%
Other values (21)	614	1.7%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	17
Median length	4
Mean length	4.413331862
Min length	4

second_cancer_type
Categorical

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

None	35918
Skin Non Melanoma	40
Prostate	37
Skin Other	34
Other	29
Other values (22)	201

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
None	35918	99.1%
Skin Non Melanoma	40	0.1%
Prostate	37	0.1%
Skin Other	34	0.1%
Other	29	0.1%
Melanoma	28	0.1%
Colon	27	0.1%
Ovarian	22	0.1%
Breast	18	< 0.1%
Uterine	17	< 0.1%
Other values (17)	89	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	4
Mean length	4.038859318
Min length	4

third_cancer_type
Categorical

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

None	36220
Other	5
Skin Non Melanoma	5
Skin Other	4
Uterine	3
Other values (13)	22

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
None	36220	99.9%
Other	5	< 0.1%
Skin Non Melanoma	5	< 0.1%
Skin Other	4	< 0.1%
Uterine	3	< 0.1%
Melanoma	3	< 0.1%
Thyroid	3	< 0.1%
Ovarian	2	< 0.1%
Liver	2	< 0.1%
Colon	2	< 0.1%
Other values (8)	10	< 0.1%

Frequencies of value counts

Unique

Unique	6 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	17
Median length	4
Mean length	4.004247221
Min length	4

fourth_cancer_count
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	36255
1	4

Common Values
Chart

Value	Count	Frequency (%)
0	36255	> 99.9%
1	4	< 0.1%

heart_attack_relative
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	32053
1	4206

Common Values
Chart

Value	Count	Frequency (%)
0	32053	88.4%
1	4206	11.6%

asthma_relative
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	28799
1	7460

Common Values
Chart

Value	Count	Frequency (%)
0	28799	79.4%
1	7460	20.6%

diabetes_relative
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	21984
1	14275

Common Values
Chart

Value	Count	Frequency (%)
0	21984	60.6%
1	14275	39.4%

hay_fever
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35815
1	444

Common Values
Chart

Value	Count	Frequency (%)
0	35815	98.8%
1	444	1.2%

arthritis_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	86
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.59731377
Minimum	0
Maximum	85
Zeros	27002
Zeros (%)	74.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14
95-th percentile	64
Maximum	85
Range	85
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	23.06201685
Coefficient of variation (CV)	1.830709092
Kurtosis	0.666210629
Mean	12.59731377
Median Absolute Deviation (MAD)	0
Skewness	1.500282105
Sum	456766
Variance	531.8566214
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27002	74.5%
50	678	1.9%
60	500	1.4%
40	489	1.3%
55	438	1.2%
45	401	1.1%
65	304	0.8%
70	274	0.8%
35	246	0.7%
30	241	0.7%
Other values (76)	5686	15.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27002	74.5%
1	6	< 0.1%
2	9	< 0.1%
3	8	< 0.1%
4	8	< 0.1%

Value	Count	Frequency (%)
85	12	< 0.1%
84	1	< 0.1%
83	2	< 0.1%
82	5	< 0.1%
81	2	< 0.1%

heart_failure_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	77
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.720152238
Minimum	0
Maximum	85
Zeros	35164
Zeros (%)	97.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.10442933
Coefficient of variation (CV)	5.874148292
Kurtosis	35.25451661
Mean	1.720152238
Median Absolute Deviation (MAD)	0
Skewness	5.985168142
Sum	62371
Variance	102.0994921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35164	97.0%
80	60	0.2%
60	51	0.1%
50	49	0.1%
65	47	0.1%
70	47	0.1%
55	39	0.1%
58	31	0.1%
53	30	0.1%
45	29	0.1%
Other values (67)	712	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35164	97.0%
1	5	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
85	6	< 0.1%
84	1	< 0.1%
83	2	< 0.1%
81	2	< 0.1%
80	60	0.2%

heart_disease_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	76
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.162166634
Minimum	0
Maximum	85
Zeros	34890
Zeros (%)	96.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.23360833
Coefficient of variation (CV)	5.195533106
Kurtosis	26.21103411
Mean	2.162166634
Median Absolute Deviation (MAD)	0
Skewness	5.216191319
Sum	78398
Variance	126.1939561
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34890	96.2%
60	74	0.2%
50	67	0.2%
55	66	0.2%
65	54	0.1%
80	49	0.1%
58	46	0.1%
70	43	0.1%
56	43	0.1%
66	40	0.1%
Other values (66)	887	2.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34890	96.2%
1	1	< 0.1%
3	1	< 0.1%
5	3	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
85	4	< 0.1%
82	3	< 0.1%
81	1	< 0.1%
80	49	0.1%
79	12	< 0.1%

angina_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	73
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.260321575
Minimum	0
Maximum	85
Zeros	35387
Zeros (%)	97.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.359120273
Coefficient of variation (CV)	6.632529694
Kurtosis	47.57952611
Mean	1.260321575
Median Absolute Deviation (MAD)	0
Skewness	6.875207816
Sum	45698
Variance	69.87489174
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35387	97.6%
60	45	0.1%
50	39	0.1%
45	36	0.1%
40	34	0.1%
55	32	0.1%
58	27	0.1%
59	24	0.1%
35	23	0.1%
46	23	0.1%
Other values (63)	589	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35387	97.6%
7	3	< 0.1%
8	2	< 0.1%
10	3	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
85	2	< 0.1%
84	2	< 0.1%
82	1	< 0.1%
81	1	< 0.1%
80	18	< 0.1%

heart_attack_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	73
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.176232108
Minimum	0
Maximum	85
Zeros	34837
Zeros (%)	96.1%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.12234436
Coefficient of variation (CV)	5.110826333
Kurtosis	26.08220172
Mean	2.176232108
Median Absolute Deviation (MAD)	0
Skewness	5.180584037
Sum	78908
Variance	123.7065441
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34837	96.1%
50	62	0.2%
60	60	0.2%
55	58	0.2%
65	47	0.1%
80	47	0.1%
58	43	0.1%
45	41	0.1%
56	40	0.1%
70	39	0.1%
Other values (63)	985	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34837	96.1%
2	1	< 0.1%
10	2	< 0.1%
14	1	< 0.1%
15	2	< 0.1%

Value	Count	Frequency (%)
85	8	< 0.1%
84	2	< 0.1%
83	2	< 0.1%
82	2	< 0.1%
81	1	< 0.1%

stroke_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	79
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.966573816
Minimum	0
Maximum	85
Zeros	35000
Zeros (%)	96.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.78401004
Coefficient of variation (CV)	5.48365383
Kurtosis	30.62400557
Mean	1.966573816
Median Absolute Deviation (MAD)	0
Skewness	5.592836639
Sum	71306
Variance	116.2948725
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35000	96.5%
80	75	0.2%
65	53	0.1%
55	45	0.1%
50	45	0.1%
70	43	0.1%
60	39	0.1%
53	36	0.1%
62	35	0.1%
58	34	0.1%
Other values (69)	854	2.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35000	96.5%
1	2	< 0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
85	4	< 0.1%
84	1	< 0.1%
81	2	< 0.1%
80	75	0.2%
79	18	< 0.1%

emphysema_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	74
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.032157533
Minimum	0
Maximum	85
Zeros	35566
Zeros (%)	98.1%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.682353009
Coefficient of variation (CV)	7.443004348
Kurtosis	59.92145013
Mean	1.032157533
Median Absolute Deviation (MAD)	0
Skewness	7.708904052
Sum	37425
Variance	59.01854775
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35566	98.1%
60	41	0.1%
65	33	0.1%
50	31	0.1%
45	31	0.1%
55	28	0.1%
40	24	0.1%
70	23	0.1%
66	18	< 0.1%
58	17	< 0.1%
Other values (64)	447	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35566	98.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
85	1	< 0.1%
83	1	< 0.1%
82	2	< 0.1%
81	1	< 0.1%
80	10	< 0.1%

bronchitis_onset
Real number (ℝ_≥0)

ZEROS

Distinct	82
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.897101409
Minimum	0
Maximum	85
Zeros	34295
Zeros (%)	94.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.252438597
Coefficient of variation (CV)	4.87714497
Kurtosis	31.37586206
Mean	1.897101409
Median Absolute Deviation (MAD)	0
Skewness	5.497210681
Sum	68787
Variance	85.60761998
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34295	94.6%
16	114	0.3%
50	86	0.2%
40	83	0.2%
30	74	0.2%
35	61	0.2%
25	58	0.2%
20	51	0.1%
55	49	0.1%
60	44	0.1%
Other values (72)	1344	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34295	94.6%
1	31	0.1%
2	17	< 0.1%
3	12	< 0.1%
4	18	< 0.1%

Value	Count	Frequency (%)
85	2	< 0.1%
80	19	0.1%
79	2	< 0.1%
78	8	< 0.1%
77	3	< 0.1%

liver_condition_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	81
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.598085992
Minimum	0
Maximum	82
Zeros	34879
Zeros (%)	96.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	82
Range	82
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.687700538
Coefficient of variation (CV)	5.436316055
Kurtosis	34.4114687
Mean	1.598085992
Median Absolute Deviation (MAD)	0
Skewness	5.814174448
Sum	57945
Variance	75.47614064
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34879	96.2%
35	60	0.2%
45	58	0.2%
40	53	0.1%
50	49	0.1%
30	39	0.1%
55	39	0.1%
60	38	0.1%
25	33	0.1%
42	31	0.1%
Other values (71)	980	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34879	96.2%
1	4	< 0.1%
3	1	< 0.1%
4	2	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
82	1	< 0.1%
80	10	< 0.1%
79	3	< 0.1%
78	3	< 0.1%
77	3	< 0.1%

thyroid_problem_onset
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	84
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.216497973
Minimum	0
Maximum	85
Zeros	32795
Zeros (%)	90.4%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	42
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14.12490136
Coefficient of variation (CV)	3.349912996
Kurtosis	11.36041647
Mean	4.216497973
Median Absolute Deviation (MAD)	0
Skewness	3.476290574
Sum	152886
Variance	199.5128383
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32795	90.4%
40	166	0.5%
50	161	0.4%
30	144	0.4%
45	112	0.3%
35	112	0.3%
55	107	0.3%
60	102	0.3%
25	88	0.2%
80	87	0.2%
Other values (74)	2385	6.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32795	90.4%
1	2	< 0.1%
2	3	< 0.1%
4	1	< 0.1%
5	9	< 0.1%

Value	Count	Frequency (%)
85	3	< 0.1%
84	1	< 0.1%
83	1	< 0.1%
82	2	< 0.1%
80	87	0.2%

cancer_onset
Real number (ℝ_≥0)

ZEROS

Distinct	65
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7822609559
Minimum	0
Maximum	85
Zeros	35750
Zeros (%)	98.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.823851538
Coefficient of variation (CV)	8.723241888
Kurtosis	84.41872073
Mean	0.7822609559
Median Absolute Deviation (MAD)	0
Skewness	9.106085267
Sum	28364
Variance	46.56494981
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35750	98.6%
80	33	0.1%
50	20	0.1%
60	16	< 0.1%
64	15	< 0.1%
59	15	< 0.1%
65	15	< 0.1%
62	14	< 0.1%
55	14	< 0.1%
63	14	< 0.1%
Other values (55)	353	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35750	98.6%
16	3	< 0.1%
17	1	< 0.1%
19	2	< 0.1%
20	4	< 0.1%

Value	Count	Frequency (%)
85	1	< 0.1%
80	33	0.1%
79	5	< 0.1%
78	5	< 0.1%
77	3	< 0.1%

arthritis_type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Missing	29748
Osteoarthritis	3576
Rheumatoid	1797
Other	1057
Psoriatic	81

Frequencies
Length

Value	Count	Frequency (%)
Missing	29748	82.0%
Osteoarthritis	3576	9.9%
Rheumatoid	1797	5.0%
Other	1057	2.9%
Psoriatic	81	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	7
Mean length	7.785211947
Min length	5

first_cancer_count
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	33001
1	3258

Common Values
Chart

Value	Count	Frequency (%)
0	33001	91.0%
1	3258	9.0%

second_cancer_count
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35918
1	341

Common Values
Chart

Value	Count	Frequency (%)
0	35918	99.1%
1	341	0.9%

third_cancer_count
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	36220
1	39

Common Values
Chart

Value	Count	Frequency (%)
0	36220	99.9%
1	39	0.1%

weight
Real number (ℝ_≥0)

Distinct	1372
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	80.86443642
Minimum	0
Maximum	371
Zeros	332
Zeros (%)	0.9%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	51.6
Q1	66
median	78.2
Q3	92.7
95-th percentile	121.6
Maximum	371
Range	371
Interquartile range (IQR)	26.7

Descriptive statistics

Standard deviation	23.05759459
Coefficient of variation (CV)	0.285138877
Kurtosis	3.550191507
Mean	80.86443642
Median Absolute Deviation (MAD)	13.2
Skewness	0.6860359384
Sum	2932063.6
Variance	531.6526684
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	332	0.9%
73.8	95	0.3%
78.6	94	0.3%
79.3	93	0.3%
77.3	91	0.3%
65.3	91	0.3%
69.2	91	0.3%
72.1	90	0.2%
71.7	89	0.2%
75	89	0.2%
Other values (1362)	35104	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	332	0.9%
29.1	1	< 0.1%
32.3	1	< 0.1%
32.4	2	< 0.1%
32.8	1	< 0.1%

Value	Count	Frequency (%)
371	1	< 0.1%
259.5	1	< 0.1%
242.6	1	< 0.1%
239.4	1	< 0.1%
230.7	1	< 0.1%

height
Real number (ℝ_≥0)

Distinct	617
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	165.7644717
Minimum	0
Maximum	204.5
Zeros	328
Zeros (%)	0.9%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	150.5
Q1	159.7
median	166.9
Q3	174.5
95-th percentile	184.1
Maximum	204.5
Range	204.5
Interquartile range (IQR)	14.8

Descriptive statistics

Standard deviation	18.76785245
Coefficient of variation (CV)	0.1132199937
Kurtosis	52.29606899
Mean	165.7644717
Median Absolute Deviation (MAD)	7.4
Skewness	-6.147017842
Sum	6010453.98
Variance	352.2322856
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	328	0.9%
164.9	163	0.4%
161.7	151	0.4%
165.5	148	0.4%
165.1	145	0.4%
168.4	145	0.4%
167.7	145	0.4%
167.4	144	0.4%
160.6	143	0.4%
165.9	143	0.4%
Other values (607)	34604	95.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	328	0.9%
123.3	1	< 0.1%
134.5	1	< 0.1%
135.3	1	< 0.1%
135.4	1	< 0.1%

Value	Count	Frequency (%)
204.5	1	< 0.1%
204.1	1	< 0.1%
203.8	1	< 0.1%
202.7	3	< 0.1%
202.6	1	< 0.1%

BMI
Real number (ℝ_≥0)

ZEROS

Distinct	3139
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.77315729
Minimum	0
Maximum	130.21
Zeros	386
Zeros (%)	1.1%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	19.6
Q1	24.045
median	27.86
Q3	32.5
95-th percentile	42.071
Maximum	130.21
Range	130.21
Interquartile range (IQR)	8.455

Descriptive statistics

Standard deviation	7.60542893
Coefficient of variation (CV)	0.2643237534
Kurtosis	4.560279278
Mean	28.77315729
Median Absolute Deviation (MAD)	4.14
Skewness	0.5665297884
Sum	1043285.91
Variance	57.84254921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	1.1%
26.1	163	0.4%
28	163	0.4%
26.6	161	0.4%
25.8	157	0.4%
28.9	157	0.4%
23.9	155	0.4%
27.9	154	0.4%
26.2	154	0.4%
27.8	153	0.4%
Other values (3129)	34456	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	386	1.1%
13.18	1	< 0.1%
13.36	1	< 0.1%
13.4	1	< 0.1%
13.6	1	< 0.1%

Value	Count	Frequency (%)
130.21	1	< 0.1%
86.2	1	< 0.1%
84.4	1	< 0.1%
82.9	1	< 0.1%
82.1	1	< 0.1%

pulse
Real number (ℝ_≥0)

ZEROS

Distinct	58
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	71.28602554
Minimum	0
Maximum	224
Zeros	728
Zeros (%)	2.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	54
Q1	64
median	72
Q3	80
95-th percentile	94
Maximum	224
Range	224
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	15.74826499
Coefficient of variation (CV)	0.2209165803
Kurtosis	7.355700398
Mean	71.28602554
Median Absolute Deviation (MAD)	8
Skewness	-1.38234814
Sum	2584760
Variance	248.0078501
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	2527	7.0%
72	2392	6.6%
74	2361	6.5%
68	2360	6.5%
66	2290	6.3%
64	2160	6.0%
76	2059	5.7%
78	1921	5.3%
62	1891	5.2%
60	1822	5.0%
Other values (48)	14476	39.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	728	2.0%
34	1	< 0.1%
36	2	< 0.1%
40	12	< 0.1%
42	17	< 0.1%

Value	Count	Frequency (%)
224	1	< 0.1%
220	1	< 0.1%
172	1	< 0.1%
166	1	< 0.1%
160	1	< 0.1%

irregular_pulse
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35262
1	997

Common Values
Chart

Value	Count	Frequency (%)
0	35262	97.3%
1	997	2.7%

systolic
Real number (ℝ_≥0)

ZEROS

Distinct	86
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	115.4648501
Minimum	0
Maximum	270
Zeros	2530
Zeros (%)	7.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	108
median	120
Q3	132
95-th percentile	158
Maximum	270
Range	270
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	36.4544135
Coefficient of variation (CV)	0.3157187098
Kurtosis	4.572251902
Mean	115.4648501
Median Absolute Deviation (MAD)	12
Skewness	-1.892400969
Sum	4186640
Variance	1328.924264
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2530	7.0%
116	1934	5.3%
114	1886	5.2%
124	1669	4.6%
118	1657	4.6%
126	1595	4.4%
112	1504	4.1%
120	1500	4.1%
122	1486	4.1%
110	1422	3.9%
Other values (76)	19076	52.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2530	7.0%
66	1	< 0.1%
72	2	< 0.1%
74	3	< 0.1%
78	2	< 0.1%

Value	Count	Frequency (%)
270	1	< 0.1%
256	1	< 0.1%
238	1	< 0.1%
236	1	< 0.1%
232	1	< 0.1%

diastolic
Real number (ℝ_≥0)

ZEROS

Distinct	61
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.98199068
Minimum	0
Maximum	134
Zeros	2724
Zeros (%)	7.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	60
median	70
Q3	78
95-th percentile	90
Maximum	134
Range	134
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	21.90688756
Coefficient of variation (CV)	0.3371224447
Kurtosis	3.24796726
Mean	64.98199068
Median Absolute Deviation (MAD)	8
Skewness	-1.739634619
Sum	2356182
Variance	479.9117227
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2724	7.5%
72	2412	6.7%
74	2403	6.6%
70	2171	6.0%
68	2170	6.0%
66	2115	5.8%
76	2114	5.8%
64	2051	5.7%
62	1817	5.0%
78	1774	4.9%
Other values (51)	14508	40.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2724	7.5%
4	2	< 0.1%
6	1	< 0.1%
10	2	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
134	1	< 0.1%
124	3	< 0.1%
122	2	< 0.1%
120	9	< 0.1%
118	6	< 0.1%

total_cholesterol
Real number (ℝ_≥0)

ZEROS

Distinct	325
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	182.1990678
Minimum	0
Maximum	813
Zeros	1800
Zeros (%)	5.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	82
Q1	158
median	186
Q3	215
95-th percentile	264
Maximum	813
Range	813
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	58.53554272
Coefficient of variation (CV)	0.32127246
Kurtosis	3.573161397
Mean	182.1990678
Median Absolute Deviation (MAD)	29
Skewness	-0.9625032111
Sum	6606356
Variance	3426.409761
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1800	5.0%
188	363	1.0%
172	355	1.0%
179	355	1.0%
178	354	1.0%
174	353	1.0%
192	352	1.0%
186	350	1.0%
184	349	1.0%
187	347	1.0%
Other values (315)	31281	86.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1800	5.0%
59	1	< 0.1%
75	1	< 0.1%
76	1	< 0.1%
77	1	< 0.1%

Value	Count	Frequency (%)
813	1	< 0.1%
615	1	< 0.1%
612	1	< 0.1%
545	1	< 0.1%
540	1	< 0.1%

HDL
Real number (ℝ_≥0)

ZEROS

Distinct	151
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.40254833
Minimum	0
Maximum	226
Zeros	1800
Zeros (%)	5.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	40
median	50
Q3	61
95-th percentile	82
Maximum	226
Range	226
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	19.42746793
Coefficient of variation (CV)	0.3854461445
Kurtosis	2.226203033
Mean	50.40254833
Median Absolute Deviation (MAD)	10
Skewness	-0.009325221357
Sum	1827546
Variance	377.4265101
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1800	5.0%
41	1074	3.0%
48	1073	3.0%
45	998	2.8%
50	973	2.7%
43	955	2.6%
42	955	2.6%
40	953	2.6%
44	949	2.6%
46	948	2.6%
Other values (141)	25581	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1800	5.0%
6	1	< 0.1%
7	1	< 0.1%
10	2	< 0.1%
11	3	< 0.1%

Value	Count	Frequency (%)
226	1	< 0.1%
188	1	< 0.1%
179	1	< 0.1%
178	1	< 0.1%
175	1	< 0.1%

triglyceride
Real number (ℝ_≥0)

ZEROS

Distinct	595
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	57.10427756
Minimum	0
Maximum	4233
Zeros	19850
Zeros (%)	54.7%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	94
95-th percentile	211
Maximum	4233
Range	4233
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	97.33896434
Coefficient of variation (CV)	1.704582713
Kurtosis	174.325561
Mean	57.10427756
Median Absolute Deviation (MAD)	0
Skewness	7.542274256
Sum	2070544
Variance	9474.873979
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19850	54.7%
78	165	0.5%
94	161	0.4%
65	151	0.4%
75	150	0.4%
86	149	0.4%
55	145	0.4%
89	145	0.4%
61	144	0.4%
63	144	0.4%
Other values (585)	15055	41.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19850	54.7%
10	1	< 0.1%
12	1	< 0.1%
14	2	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
4233	1	< 0.1%
2742	1	< 0.1%
2684	1	< 0.1%
2549	1	< 0.1%
2141	1	< 0.1%

LDL
Real number (ℝ_≥0)

ZEROS

Distinct	250
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.01969166
Minimum	0
Maximum	375
Zeros	20132
Zeros (%)	55.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	104
95-th percentile	155
Maximum	375
Range	375
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	60.72755331
Coefficient of variation (CV)	1.214072924
Kurtosis	-0.8206543365
Mean	50.01969166
Median Absolute Deviation (MAD)	0
Skewness	0.7021911822
Sum	1813664
Variance	3687.835731
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20132	55.5%
104	214	0.6%
110	208	0.6%
98	199	0.5%
106	197	0.5%
114	193	0.5%
112	193	0.5%
96	192	0.5%
91	190	0.5%
121	190	0.5%
Other values (240)	14351	39.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20132	55.5%
14	1	< 0.1%
15	2	< 0.1%
18	1	< 0.1%
22	4	< 0.1%

Value	Count	Frequency (%)
375	1	< 0.1%
357	1	< 0.1%
354	1	< 0.1%
344	1	< 0.1%
341	1	< 0.1%

albumin
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.998571389
Minimum	0
Maximum	5.6
Zeros	1915
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4.2
Q3	4.4
95-th percentile	4.8
Maximum	5.6
Range	5.6
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	1.007912406
Coefficient of variation (CV)	0.2520681283
Kurtosis	10.17216305
Mean	3.998571389
Median Absolute Deviation (MAD)	0.2
Skewness	-3.229492041
Sum	144984.2
Variance	1.015887418
Monotocity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
4.2	4103	11.3%
4.3	4040	11.1%
4.4	3697	10.2%
4.1	3644	10.0%
4.5	3082	8.5%
4	3081	8.5%
3.9	2295	6.3%
4.6	2271	6.3%
0	1915	5.3%
3.8	1637	4.5%
Other values (28)	6494	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1915	5.3%
1.2	1	< 0.1%
2	1	< 0.1%
2.1	2	< 0.1%
2.3	2	< 0.1%

Value	Count	Frequency (%)
5.6	1	< 0.1%
5.5	3	< 0.1%
5.4	9	< 0.1%
5.3	25	0.1%
5.2	62	0.2%

ALT
Real number (ℝ_≥0)

ZEROS

Distinct	214
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.50555724
Minimum	0
Maximum	1363
Zeros	1999
Zeros (%)	5.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15
median	20
Q3	27
95-th percentile	51
Maximum	1363
Range	1363
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	20.12851563
Coefficient of variation (CV)	0.8563300763
Kurtosis	655.6707779
Mean	23.50555724
Median Absolute Deviation (MAD)	6
Skewness	14.01527795
Sum	852288
Variance	405.1571413
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1999	5.5%
17	1926	5.3%
16	1923	5.3%
15	1886	5.2%
18	1863	5.1%
19	1837	5.1%
14	1762	4.9%
20	1641	4.5%
21	1578	4.4%
13	1500	4.1%
Other values (204)	18344	50.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1999	5.5%
3	3	< 0.1%
4	2	< 0.1%
5	12	< 0.1%
6	31	0.1%

Value	Count	Frequency (%)
1363	1	< 0.1%
819	1	< 0.1%
536	1	< 0.1%
443	1	< 0.1%
420	1	< 0.1%

AST
Real number (ℝ_≥0)

ZEROS

Distinct	193
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.904603
Minimum	0
Maximum	882
Zeros	2016
Zeros (%)	5.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18
median	22
Q3	27
95-th percentile	41
Maximum	882
Range	882
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	16.56345311
Coefficient of variation (CV)	0.692898063
Kurtosis	536.4162419
Mean	23.904603
Median Absolute Deviation (MAD)	4
Skewness	14.58863626
Sum	866757
Variance	274.347979
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	2489	6.9%
20	2462	6.8%
22	2391	6.6%
19	2316	6.4%
23	2250	6.2%
18	2087	5.8%
0	2016	5.6%
24	1955	5.4%
25	1793	4.9%
17	1772	4.9%
Other values (183)	14728	40.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2016	5.6%
7	3	< 0.1%
8	6	< 0.1%
9	11	< 0.1%
10	43	0.1%

Value	Count	Frequency (%)
882	1	< 0.1%
832	1	< 0.1%
733	1	< 0.1%
597	1	< 0.1%
400	1	< 0.1%

ALP
Real number (ℝ_≥0)

ZEROS

Distinct	249
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.26316225
Minimum	0
Maximum	907
Zeros	1923
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	53
median	66
Q3	81
95-th percentile	111
Maximum	907
Range	907
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	29.46757058
Coefficient of variation (CV)	0.438093744
Kurtosis	45.84184314
Mean	67.26316225
Median Absolute Deviation (MAD)	14
Skewness	2.411201057
Sum	2438895
Variance	868.337716
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1923	5.3%
61	754	2.1%
65	746	2.1%
59	719	2.0%
63	711	2.0%
66	704	1.9%
67	703	1.9%
62	702	1.9%
64	699	1.9%
55	696	1.9%
Other values (239)	27902	77.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1923	5.3%
7	1	< 0.1%
9	1	< 0.1%
14	4	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
907	1	< 0.1%
729	1	< 0.1%
646	1	< 0.1%
638	1	< 0.1%
633	1	< 0.1%

BUN
Real number (ℝ_≥0)

ZEROS

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.79351333
Minimum	0
Maximum	98
Zeros	1921
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	12
Q3	16
95-th percentile	23
Maximum	98
Range	98
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.548530698
Coefficient of variation (CV)	0.5118633581
Kurtosis	11.56809769
Mean	12.79351333
Median Absolute Deviation (MAD)	3
Skewness	1.746549097
Sum	463880
Variance	42.8832543
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	3209	8.9%
12	3155	8.7%
13	3000	8.3%
10	2968	8.2%
9	2597	7.2%
14	2558	7.1%
15	2293	6.3%
8	1981	5.5%
16	1924	5.3%
0	1921	5.3%
Other values (68)	10653	29.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1921	5.3%
1	5	< 0.1%
2	30	0.1%
3	98	0.3%
4	228	0.6%

Value	Count	Frequency (%)
98	1	< 0.1%
96	1	< 0.1%
95	2	< 0.1%
90	1	< 0.1%
86	1	< 0.1%

calcium
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	54
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.900228909
Minimum	0
Maximum	14.8
Zeros	1950
Zeros (%)	5.4%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.1
median	9.4
Q3	9.6
95-th percentile	10
Maximum	14.8
Range	14.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	2.152408788
Coefficient of variation (CV)	0.241837464
Kurtosis	12.74437859
Mean	8.900228909
Median Absolute Deviation (MAD)	0.2
Skewness	-3.768865346
Sum	322713.4
Variance	4.632863591
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.4	4012	11.1%
9.3	3785	10.4%
9.5	3741	10.3%
9.2	3419	9.4%
9.6	3296	9.1%
9.1	2771	7.6%
9.7	2577	7.1%
9	1994	5.5%
0	1950	5.4%
9.8	1935	5.3%
Other values (44)	6779	18.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1950	5.4%
6.4	1	< 0.1%
6.5	1	< 0.1%
6.6	1	< 0.1%
6.9	2	< 0.1%

Value	Count	Frequency (%)
14.8	1	< 0.1%
12.7	1	< 0.1%
12.1	2	< 0.1%
12	2	< 0.1%
11.7	1	< 0.1%

CO2
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.6839957
Minimum	0
Maximum	43
Zeros	1992
Zeros (%)	5.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	25
Q3	26
95-th percentile	29
Maximum	43
Range	43
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.140146267
Coefficient of variation (CV)	0.2592529717
Kurtosis	9.2755981
Mean	23.6839957
Median Absolute Deviation (MAD)	2
Skewness	-3.054631438
Sum	858758
Variance	37.70139618
Monotocity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
25	6108	16.8%
26	5718	15.8%
24	5269	14.5%
27	4354	12.0%
23	3749	10.3%
28	2622	7.2%
22	2285	6.3%
0	1992	5.5%
29	1215	3.4%
21	1200	3.3%
Other values (19)	1747	4.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1992	5.5%
10	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	4	< 0.1%

Value	Count	Frequency (%)
43	1	< 0.1%
40	1	< 0.1%
38	4	< 0.1%
37	3	< 0.1%
35	10	< 0.1%

creatinine
Real number (ℝ_≥0)

ZEROS

Distinct	369
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8549488403
Minimum	0
Maximum	17.8
Zeros	1917
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.7
median	0.83
Q3	1
95-th percentile	1.31
Maximum	17.8
Range	17.8
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.4745326014
Coefficient of variation (CV)	0.555042102
Kurtosis	239.3340584
Mean	0.8549488403
Median Absolute Deviation (MAD)	0.15
Skewness	10.27375417
Sum	30999.59
Variance	0.2251811898
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1917	5.3%
0.8	1360	3.8%
0.9	1326	3.7%
0.7	1061	2.9%
1	1052	2.9%
0.82	984	2.7%
0.72	920	2.5%
0.92	844	2.3%
1.1	706	1.9%
0.6	650	1.8%
Other values (359)	25439	70.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1917	5.3%
0.16	1	< 0.1%
0.25	1	< 0.1%
0.29	1	< 0.1%
0.3	3	< 0.1%

Value	Count	Frequency (%)
17.8	1	< 0.1%
17.41	1	< 0.1%
16.64	1	< 0.1%
15.66	1	< 0.1%
12.74	1	< 0.1%

GGT
Real number (ℝ_≥0)

ZEROS

Distinct	382
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.50015169
Minimum	0
Maximum	1681
Zeros	1923
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13
median	19
Q3	29
95-th percentile	70
Maximum	1681
Range	1681
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	41.31718983
Coefficient of variation (CV)	1.502434979
Kurtosis	288.9590301
Mean	27.50015169
Median Absolute Deviation (MAD)	7
Skewness	12.49961296
Sum	997128
Variance	1707.110176
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1923	5.3%
15	1663	4.6%
14	1643	4.5%
13	1604	4.4%
16	1526	4.2%
12	1524	4.2%
17	1518	4.2%
18	1446	4.0%
11	1351	3.7%
19	1322	3.6%
Other values (372)	20739	57.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1923	5.3%
2	1	< 0.1%
3	1	< 0.1%
4	17	< 0.1%
5	128	0.4%

Value	Count	Frequency (%)
1681	1	< 0.1%
1479	1	< 0.1%
1363	1	< 0.1%
1197	1	< 0.1%
1192	1	< 0.1%

glucose
Real number (ℝ_≥0)

ZEROS

Distinct	403
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	96.82412642
Minimum	0
Maximum	777
Zeros	1917
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	84
median	92
Q3	103
95-th percentile	160
Maximum	777
Range	777
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	44.27838356
Coefficient of variation (CV)	0.4573073386
Kurtosis	19.40296772
Mean	96.82412642
Median Absolute Deviation (MAD)	9
Skewness	2.713582949
Sum	3510746
Variance	1960.575251
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1917	5.3%
88	1186	3.3%
90	1177	3.2%
89	1172	3.2%
91	1162	3.2%
87	1152	3.2%
92	1128	3.1%
86	1076	3.0%
93	1068	2.9%
85	1033	2.8%
Other values (393)	24188	66.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1917	5.3%
19	1	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
35	1	< 0.1%

Value	Count	Frequency (%)
777	1	< 0.1%
626	1	< 0.1%
617	1	< 0.1%
610	1	< 0.1%
605	1	< 0.1%

iron
Real number (ℝ_≥0)

ZEROS

Distinct	285
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	80.29352712
Minimum	0
Maximum	476
Zeros	1955
Zeros (%)	5.4%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	57
median	78
Q3	103
95-th percentile	147
Maximum	476
Range	476
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	39.7171105
Coefficient of variation (CV)	0.4946489701
Kurtosis	1.946349957
Mean	80.29352712
Median Absolute Deviation (MAD)	23
Skewness	0.5187356693
Sum	2911363
Variance	1577.448866
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1955	5.4%
68	467	1.3%
79	455	1.3%
63	452	1.2%
76	447	1.2%
71	439	1.2%
67	439	1.2%
87	433	1.2%
84	432	1.2%
81	432	1.2%
Other values (275)	30308	83.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1955	5.4%
2	1	< 0.1%
5	1	< 0.1%
6	2	< 0.1%
7	8	< 0.1%

Value	Count	Frequency (%)
476	1	< 0.1%
428	1	< 0.1%
387	1	< 0.1%
382	1	< 0.1%
343	1	< 0.1%

LHD
Real number (ℝ_≥0)

ZEROS

Distinct	307
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	125.8677846
Minimum	0
Maximum	1539
Zeros	2106
Zeros (%)	5.8%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	110
median	127
Q3	147
95-th percentile	184
Maximum	1539
Range	1539
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	44.8916452
Coefficient of variation (CV)	0.3566571491
Kurtosis	52.83403444
Mean	125.8677846
Median Absolute Deviation (MAD)	18
Skewness	1.383721903
Sum	4563840
Variance	2015.259809
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2106	5.8%
121	609	1.7%
120	594	1.6%
122	570	1.6%
123	569	1.6%
131	565	1.6%
125	546	1.5%
119	527	1.5%
118	526	1.5%
134	523	1.4%
Other values (297)	29124	80.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2106	5.8%
4	1	< 0.1%
32	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%

Value	Count	Frequency (%)
1539	1	< 0.1%
1274	1	< 0.1%
1092	1	< 0.1%
779	1	< 0.1%
759	1	< 0.1%

phosphorus
Real number (ℝ_≥0)

ZEROS

Distinct	65
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.54431617
Minimum	0
Maximum	10.9
Zeros	1923
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.3
median	3.7
Q3	4.1
95-th percentile	4.7
Maximum	10.9
Range	10.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	1.006365554
Coefficient of variation (CV)	0.2839378617
Kurtosis	5.797482153
Mean	3.54431617
Median Absolute Deviation (MAD)	0.4
Skewness	-2.059543844
Sum	128513.36
Variance	1.012771629
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.6	2534	7.0%
3.8	2501	6.9%
3.7	2486	6.9%
3.5	2358	6.5%
3.9	2313	6.4%
3.4	2153	5.9%
4	2149	5.9%
0	1923	5.3%
4.1	1886	5.2%
3.3	1876	5.2%
Other values (55)	14080	38.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1923	5.3%
1	1	< 0.1%
1.5	1	< 0.1%
1.6	1	< 0.1%
1.7	2	< 0.1%

Value	Count	Frequency (%)
10.9	1	< 0.1%
9.6	1	< 0.1%
8.9	1	< 0.1%
8.2	1	< 0.1%
8.1	2	< 0.1%

bilirubin
Real number (ℝ_≥0)

ZEROS

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6249670427
Minimum	0
Maximum	13.1
Zeros	1939
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4
median	0.6
Q3	0.8
95-th percentile	1.2
Maximum	13.1
Range	13.1
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.346267444
Coefficient of variation (CV)	0.5540571269
Kurtosis	57.87652832
Mean	0.6249670427
Median Absolute Deviation (MAD)	0.2
Skewness	2.71240802
Sum	22660.68
Variance	0.1199011428
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	5511	15.2%
0.5	5235	14.4%
0.7	4749	13.1%
0.4	3974	11.0%
0.8	3673	10.1%
0.3	2525	7.0%
0.9	2340	6.5%
0	1939	5.3%
1	1575	4.3%
0.2	1342	3.7%
Other values (46)	3396	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1939	5.3%
5.397605347e-79	19	0.1%
0.01	4	< 0.1%
0.02	4	< 0.1%
0.03	1	< 0.1%

Value	Count	Frequency (%)
13.1	1	< 0.1%
7.3	1	< 0.1%
7.1	1	< 0.1%
4.4	1	< 0.1%
4.1	1	< 0.1%

total_protein
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	59
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.762011638
Minimum	0
Maximum	11.3
Zeros	1966
Zeros (%)	5.4%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.8
median	7.1
Q3	7.4
95-th percentile	7.9
Maximum	11.3
Range	11.3
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	1.68397923
Coefficient of variation (CV)	0.2490352457
Kurtosis	11.15567277
Mean	6.762011638
Median Absolute Deviation (MAD)	0.3
Skewness	-3.443630819
Sum	245183.78
Variance	2.835786046
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.2	3067	8.5%
7.1	2983	8.2%
7	2961	8.2%
7.3	2755	7.6%
6.9	2654	7.3%
7.4	2511	6.9%
6.8	2259	6.2%
7.5	2177	6.0%
0	1966	5.4%
6.7	1826	5.0%
Other values (49)	11100	30.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1966	5.4%
3.4	1	< 0.1%
4.7	2	< 0.1%
4.9	1	< 0.1%
5.1	1	< 0.1%

Value	Count	Frequency (%)
11.3	1	< 0.1%
10.9	1	< 0.1%
10.8	1	< 0.1%
10.4	1	< 0.1%
10.3	1	< 0.1%

uric_acid
Real number (ℝ_≥0)

ZEROS

Distinct	124
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.152086379
Minimum	0
Maximum	18
Zeros	1927
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.2
median	5.2
Q3	6.3
95-th percentile	7.9
Maximum	18
Range	18
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.862481096
Coefficient of variation (CV)	0.361500363
Kurtosis	1.665349375
Mean	5.152086379
Median Absolute Deviation (MAD)	1
Skewness	-0.6094062417
Sum	186809.5
Variance	3.468835834
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1927	5.3%
5.3	985	2.7%
5.2	982	2.7%
4.9	954	2.6%
4.6	951	2.6%
5.4	951	2.6%
5.5	943	2.6%
4.8	911	2.5%
5	910	2.5%
5.6	907	2.5%
Other values (114)	25838	71.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1927	5.3%
0.4	1	< 0.1%
0.5	1	< 0.1%
0.7	1	< 0.1%
0.8	2	< 0.1%

Value	Count	Frequency (%)
18	1	< 0.1%
17.6	1	< 0.1%
15.1	1	< 0.1%
13.7	1	< 0.1%
13.3	2	< 0.1%

sodium
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	131.9389393
Minimum	0
Maximum	161
Zeros	1918
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	138
median	139
Q3	141
95-th percentile	143
Maximum	161
Range	161
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	31.26932909
Coefficient of variation (CV)	0.2369984878
Kurtosis	13.7746747
Mean	131.9389393
Median Absolute Deviation (MAD)	2
Skewness	-3.957921588
Sum	4783974
Variance	977.7709419
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
139	6360	17.5%
140	6191	17.1%
138	5065	14.0%
141	4727	13.0%
137	3190	8.8%
142	2823	7.8%
0	1918	5.3%
136	1734	4.8%
143	1420	3.9%
135	855	2.4%
Other values (31)	1976	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1918	5.3%
99	1	< 0.1%
107	1	< 0.1%
114	1	< 0.1%
117	1	< 0.1%

Value	Count	Frequency (%)
161	1	< 0.1%
160	2	< 0.1%
157	1	< 0.1%
154	1	< 0.1%
153	1	< 0.1%

potassium
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	243
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.774180479
Minimum	0
Maximum	7.3
Zeros	1924
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.7
median	3.92
Q3	4.2
95-th percentile	4.6
Maximum	7.3
Range	7.3
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.9553653807
Coefficient of variation (CV)	0.2531318748
Kurtosis	10.06145959
Mean	3.774180479
Median Absolute Deviation (MAD)	0.22
Skewness	-3.155975666
Sum	136848.01
Variance	0.9127230107
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	3766	10.4%
3.9	3738	10.3%
3.8	3397	9.4%
4.1	3360	9.3%
4.2	2732	7.5%
3.7	2641	7.3%
4.3	2009	5.5%
0	1924	5.3%
3.6	1850	5.1%
4.4	1395	3.8%
Other values (233)	9447	26.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1924	5.3%
2.3	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%
2.6	2	< 0.1%

Value	Count	Frequency (%)
7.3	1	< 0.1%
6.6	1	< 0.1%
6	3	< 0.1%
5.9	4	< 0.1%
5.86	2	< 0.1%

chloride
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	97.97426846
Minimum	0
Maximum	120
Zeros	1918
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	101
median	103
Q3	105
95-th percentile	108
Maximum	120
Range	120
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	23.3412209
Coefficient of variation (CV)	0.2382382769
Kurtosis	13.43178487
Mean	97.97426846
Median Absolute Deviation (MAD)	2
Skewness	-3.890010881
Sum	3552449
Variance	544.8125929
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
104	5061	14.0%
105	4558	12.6%
103	4534	12.5%
102	3780	10.4%
106	3559	9.8%
101	2908	8.0%
107	2398	6.6%
100	1935	5.3%
0	1918	5.3%
108	1360	3.8%
Other values (31)	4248	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1918	5.3%
73	1	< 0.1%
79	1	< 0.1%
82	1	< 0.1%
83	1	< 0.1%

Value	Count	Frequency (%)
120	1	< 0.1%
119	2	< 0.1%
118	2	< 0.1%
117	3	< 0.1%
116	2	< 0.1%

osmolality
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	263.7606387
Minimum	0
Maximum	323
Zeros	1923
Zeros (%)	5.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	275
median	278
Q3	281
95-th percentile	287
Maximum	323
Range	323
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	62.64001176
Coefficient of variation (CV)	0.2374880955
Kurtosis	13.68097084
Mean	263.7606387
Median Absolute Deviation (MAD)	3
Skewness	-3.942406539
Sum	9563697
Variance	3923.771074
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
278	2930	8.1%
277	2873	7.9%
279	2770	7.6%
280	2642	7.3%
276	2619	7.2%
281	2297	6.3%
275	2247	6.2%
282	2065	5.7%
0	1923	5.3%
274	1875	5.2%
Other values (68)	12018	33.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1923	5.3%
201	1	< 0.1%
215	1	< 0.1%
228	1	< 0.1%
235	1	< 0.1%

Value	Count	Frequency (%)
323	1	< 0.1%
322	1	< 0.1%
321	1	< 0.1%
315	2	< 0.1%
314	1	< 0.1%

globulin
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.769648915
Minimum	0
Maximum	7.5
Zeros	1967
Zeros (%)	5.4%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.6
median	2.9
Q3	3.2
95-th percentile	3.7
Maximum	7.5
Range	7.5
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.7989862818
Coefficient of variation (CV)	0.2884792645
Kurtosis	5.644149082
Mean	2.769648915
Median Absolute Deviation (MAD)	0.3
Skewness	-1.921444607
Sum	100424.7
Variance	0.6383790786
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.8	3340	9.2%
2.9	3146	8.7%
2.7	3123	8.6%
3	3037	8.4%
2.6	2703	7.5%
3.1	2662	7.3%
2.5	2248	6.2%
3.2	2213	6.1%
0	1967	5.4%
3.3	1851	5.1%
Other values (52)	9969	27.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1967	5.4%
0.7	1	< 0.1%
0.8	1	< 0.1%
1	4	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
7.5	1	< 0.1%
7.2	1	< 0.1%
7.1	1	< 0.1%
7	1	< 0.1%
6.7	1	< 0.1%

white_BCC
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	211
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.989026173
Minimum	0
Maximum	400
Zeros	1446
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3.5
Q1	5.6
median	6.9
Q3	8.4
95-th percentile	11.1
Maximum	400
Range	400
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	3.468629432
Coefficient of variation (CV)	0.4962965292
Kurtosis	4602.305976
Mean	6.989026173
Median Absolute Deviation (MAD)	1.3
Skewness	42.47624501
Sum	253415.1
Variance	12.03139013
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1446	4.0%
6.1	973	2.7%
6.4	969	2.7%
6.9	948	2.6%
6.6	932	2.6%
5.9	927	2.6%
7.1	893	2.5%
5.6	872	2.4%
7.6	795	2.2%
6.3	788	2.2%
Other values (201)	26716	73.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1446	4.0%
1.4	1	< 0.1%
1.5	1	< 0.1%
1.6	1	< 0.1%
1.7	1	< 0.1%

Value	Count	Frequency (%)
400	1	< 0.1%
117.2	1	< 0.1%
99.9	1	< 0.1%
83.2	1	< 0.1%
68.3	1	< 0.1%

lymphocyte_percent
Real number (ℝ_≥0)

ZEROS

Distinct	611
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	29.35596955
Minimum	0
Maximum	94.5
Zeros	1510
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	11.9
Q1	23.9
median	29.7
Q3	35.6
95-th percentile	45.3
Maximum	94.5
Range	94.5
Interquartile range (IQR)	11.7

Descriptive statistics

Standard deviation	10.4829648
Coefficient of variation (CV)	0.3570982312
Kurtosis	1.578093977
Mean	29.35596955
Median Absolute Deviation (MAD)	5.9
Skewness	-0.4162250659
Sum	1064418.1
Variance	109.892551
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1510	4.2%
28.8	262	0.7%
29	260	0.7%
26.5	236	0.7%
34.2	234	0.6%
27	232	0.6%
26.3	219	0.6%
33.3	215	0.6%
31.3	215	0.6%
32.3	212	0.6%
Other values (601)	32664	90.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1510	4.2%
2.7	1	< 0.1%
2.9	1	< 0.1%
3.4	1	< 0.1%
3.5	1	< 0.1%

Value	Count	Frequency (%)
94.5	1	< 0.1%
90.8	1	< 0.1%
89.7	1	< 0.1%
89.5	1	< 0.1%
88	1	< 0.1%

monocyte_percent
Real number (ℝ_≥0)

ZEROS

Distinct	225
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.617184699
Minimum	0
Maximum	66.9
Zeros	1510
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3.3
Q1	6.2
median	7.6
Q3	9.1
95-th percentile	11.8
Maximum	66.9
Range	66.9
Interquartile range (IQR)	2.9

Descriptive statistics

Standard deviation	2.786116034
Coefficient of variation (CV)	0.3657671626
Kurtosis	10.94717271
Mean	7.617184699
Median Absolute Deviation (MAD)	1.4
Skewness	0.3732284725
Sum	276191.5
Variance	7.762442557
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1510	4.2%
6.9	902	2.5%
7.1	821	2.3%
8.1	818	2.3%
7.6	786	2.2%
8.4	744	2.1%
8.6	717	2.0%
6.4	705	1.9%
6.6	698	1.9%
7.9	689	1.9%
Other values (215)	27869	76.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1510	4.2%
0.6	3	< 0.1%
0.7	2	< 0.1%
0.8	3	< 0.1%
0.9	1	< 0.1%

Value	Count	Frequency (%)
66.9	1	< 0.1%
44.5	1	< 0.1%
39.8	1	< 0.1%
39.1	1	< 0.1%
38.9	1	< 0.1%

neutrophils_percent
Real number (ℝ_≥0)

ZEROS

Distinct	680
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.49119943
Minimum	0
Maximum	96.6
Zeros	1510
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	32.69
Q1	50.8
median	57.8
Q3	64.1
95-th percentile	72.9
Maximum	96.6
Range	96.6
Interquartile range (IQR)	13.3

Descriptive statistics

Standard deviation	14.9481036
Coefficient of variation (CV)	0.269377915
Kurtosis	5.524726031
Mean	55.49119943
Median Absolute Deviation (MAD)	6.6
Skewness	-2.009491228
Sum	2012055.4
Variance	223.4458013
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1510	4.2%
59.7	219	0.6%
59.3	216	0.6%
60.9	208	0.6%
57.8	206	0.6%
61.3	205	0.6%
57.2	205	0.6%
61.8	204	0.6%
56.8	198	0.5%
58.8	195	0.5%
Other values (670)	32893	90.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1510	4.2%
0.8	1	< 0.1%
1	1	< 0.1%
3.6	1	< 0.1%
6.5	1	< 0.1%

Value	Count	Frequency (%)
96.6	1	< 0.1%
93.6	1	< 0.1%
93.2	1	< 0.1%
92.8	1	< 0.1%
92.2	1	< 0.1%

eosinophils_percent
Real number (ℝ_≥0)

ZEROS

Distinct	209
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.733889517
Minimum	0
Maximum	36.6
Zeros	1510
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	1.4
median	2.3
Q3	3.5
95-th percentile	6.6
Maximum	36.6
Range	36.6
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	2.164312315
Coefficient of variation (CV)	0.79166049
Kurtosis	18.01260448
Mean	2.733889517
Median Absolute Deviation (MAD)	1
Skewness	2.83115765
Sum	99128.1
Variance	4.684247795
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1510	4.2%
1.7	1444	4.0%
2	1408	3.9%
1.3	1327	3.7%
2.3	1247	3.4%
2.8	1056	2.9%
1.6	1039	2.9%
1.5	1025	2.8%
2.2	1021	2.8%
2.5	974	2.7%
Other values (199)	24208	66.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1510	4.2%
5.397605347e-79	45	0.1%
0.1	68	0.2%
0.2	95	0.3%
0.3	129	0.4%

Value	Count	Frequency (%)
36.6	1	< 0.1%
34.1	1	< 0.1%
32.9	1	< 0.1%
29.2	1	< 0.1%
29	1	< 0.1%

basophils_percent
Real number (ℝ_≥0)

ZEROS

Distinct	71
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6964588102
Minimum	0
Maximum	10.8
Zeros	1510
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5.397605347e-79
Q1	0.4
median	0.6
Q3	0.9
95-th percentile	1.4
Maximum	10.8
Range	10.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.489201764
Coefficient of variation (CV)	0.7024130599
Kurtosis	27.40430842
Mean	0.6964588102
Median Absolute Deviation (MAD)	0.2
Skewness	3.123131951
Sum	25252.9
Variance	0.2393183659
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	5729	15.8%
0.4	4064	11.2%
0.8	3542	9.8%
0.9	3262	9.0%
0.5	2907	8.0%
0.7	2841	7.8%
0.3	2188	6.0%
1	2072	5.7%
0	1510	4.2%
0.2	1401	3.9%
Other values (61)	6743	18.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1510	4.2%
5.397605347e-79	602	1.7%
0.1	946	2.6%
0.2	1401	3.9%
0.3	2188	6.0%

Value	Count	Frequency (%)
10.8	1	< 0.1%
9.9	1	< 0.1%
8.4	1	< 0.1%
7.5	1	< 0.1%
7.3	1	< 0.1%

lymphocyte_count
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	101
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.09156899
Minimum	0
Maximum	358.8
Zeros	1511
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.8
Q1	1.6
median	2
Q3	2.5
95-th percentile	3.4
Maximum	358.8
Range	358.8
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	2.26355304
Coefficient of variation (CV)	1.08222729
Kurtosis	17205.21345
Mean	2.09156899
Median Absolute Deviation (MAD)	0.5
Skewness	113.2704078
Sum	75838.2
Variance	5.123672366
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.9	2250	6.2%
1.8	2221	6.1%
2	2150	5.9%
1.7	2109	5.8%
2.1	2024	5.6%
2.2	1954	5.4%
1.6	1918	5.3%
2.3	1805	5.0%
2.4	1663	4.6%
1.5	1601	4.4%
Other values (91)	16564	45.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1511	4.2%
0.2	2	< 0.1%
0.3	2	< 0.1%
0.4	10	< 0.1%
0.5	26	0.1%

Value	Count	Frequency (%)
358.8	1	< 0.1%
110.8	1	< 0.1%
71.1	1	< 0.1%
49	1	< 0.1%
48.4	1	< 0.1%

monocyte_count
Real number (ℝ_≥0)

ZEROS

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5373424529
Minimum	0
Maximum	10.2
Zeros	1511
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.4
median	0.5
Q3	0.7
95-th percentile	0.9
Maximum	10.2
Range	10.2
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.229731844
Coefficient of variation (CV)	0.4275333965
Kurtosis	98.89794218
Mean	0.5373424529
Median Absolute Deviation (MAD)	0.1
Skewness	3.025282664
Sum	19483.5
Variance	0.05277672014
Monotocity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0.5	8317	22.9%
0.4	6859	18.9%
0.6	6848	18.9%
0.7	4248	11.7%
0.3	3021	8.3%
0.8	2406	6.6%
0	1511	4.2%
0.9	1278	3.5%
1	616	1.7%
0.2	494	1.4%
Other values (25)	661	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1511	4.2%
5.397605347e-79	2	< 0.1%
0.1	34	0.1%
0.2	494	1.4%
0.3	3021	8.3%

Value	Count	Frequency (%)
10.2	1	< 0.1%
5.5	1	< 0.1%
4.3	1	< 0.1%
3.6	1	< 0.1%
3.4	1	< 0.1%

neutrophils_count
Real number (ℝ_≥0)

ZEROS

Distinct	160
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.106712816
Minimum	0
Maximum	83.1
Zeros	1511
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1.4
Q1	3
median	3.9
Q3	5.1
95-th percentile	7.4
Maximum	83.1
Range	83.1
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.962746331
Coefficient of variation (CV)	0.4779361059
Kurtosis	98.31960573
Mean	4.106712816
Median Absolute Deviation (MAD)	1
Skewness	3.292959746
Sum	148905.3
Variance	3.852373162
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1511	4.2%
3.6	999	2.8%
3.7	994	2.7%
3.9	961	2.7%
3.5	957	2.6%
3.2	944	2.6%
3.4	933	2.6%
3.8	932	2.6%
4	923	2.5%
4.1	920	2.5%
Other values (150)	26185	72.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1511	4.2%
0.1	1	< 0.1%
0.2	1	< 0.1%
0.3	2	< 0.1%
0.4	4	< 0.1%

Value	Count	Frequency (%)
83.1	1	< 0.1%
62.9	1	< 0.1%
35.2	1	< 0.1%
25.6	1	< 0.1%
19.4	1	< 0.1%

eosinophils_count
Real number (ℝ_≥0)

ZEROS

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1951874017
Minimum	0
Maximum	8.4
Zeros	1511
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5.397605347e-79
Q1	0.1
median	0.2
Q3	0.2
95-th percentile	0.5
Maximum	8.4
Range	8.4
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.1776177855
Coefficient of variation (CV)	0.9099859103
Kurtosis	176.1660868
Mean	0.1951874017
Median Absolute Deviation (MAD)	0.1
Skewness	6.858115161
Sum	7077.3
Variance	0.03154807771
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0.1	13981	38.6%
0.2	10084	27.8%
0.3	4602	12.7%
0.4	2119	5.8%
5.397605347e-79	1821	5.0%
0	1511	4.2%
0.5	966	2.7%
0.6	498	1.4%
0.7	234	0.6%
0.8	139	0.4%
Other values (26)	304	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1511	4.2%
5.397605347e-79	1821	5.0%
0.1	13981	38.6%
0.2	10084	27.8%
0.3	4602	12.7%

Value	Count	Frequency (%)
8.4	1	< 0.1%
4.9	1	< 0.1%
3.8	1	< 0.1%
3.7	1	< 0.1%
3.6	1	< 0.1%

basophils_count
Real number (ℝ_≥0)

ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.04366088419
Minimum	0
Maximum	4.7
Zeros	1511
Zeros (%)	4.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5.397605347e-79
Q1	5.397605347e-79
median	5.397605347e-79
Q3	0.1
95-th percentile	0.1
Maximum	4.7
Range	4.7
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.06299615885
Coefficient of variation (CV)	1.442851193
Kurtosis	865.8973284
Mean	0.04366088419
Median Absolute Deviation (MAD)	0
Skewness	13.55112575
Sum	1583.1
Variance	0.00396851603
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
5.397605347e-79	19907	54.9%
0.1	14169	39.1%
0	1511	4.2%
0.2	523	1.4%
0.3	98	0.3%
0.4	28	0.1%
0.5	8	< 0.1%
0.6	5	< 0.1%
1	3	< 0.1%
0.7	3	< 0.1%
Other values (4)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1511	4.2%
5.397605347e-79	19907	54.9%
0.1	14169	39.1%
0.2	523	1.4%
0.3	98	0.3%

Value	Count	Frequency (%)
4.7	1	< 0.1%
2.1	1	< 0.1%
1.3	1	< 0.1%
1	3	< 0.1%
0.8	1	< 0.1%

RBC_count
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	407
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.490586889
Minimum	0
Maximum	8.3
Zeros	1445
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3.51
Q1	4.28
median	4.64
Q3	5
95-th percentile	5.49
Maximum	8.3
Range	8.3
Interquartile range (IQR)	0.72

Descriptive statistics

Standard deviation	1.042156954
Coefficient of variation (CV)	0.2320758911
Kurtosis	10.98831961
Mean	4.490586889
Median Absolute Deviation (MAD)	0.36
Skewness	-3.050175829
Sum	162824.19
Variance	1.086091117
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1445	4.0%
4.64	395	1.1%
4.53	378	1.0%
4.82	371	1.0%
4.61	367	1.0%
4.57	348	1.0%
4.47	345	1.0%
4.72	343	0.9%
4.89	342	0.9%
4.68	336	0.9%
Other values (397)	31589	87.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1445	4.0%
1.67	1	< 0.1%
2.32	1	< 0.1%
2.38	1	< 0.1%
2.4	1	< 0.1%

Value	Count	Frequency (%)
8.3	1	< 0.1%
7.9	1	< 0.1%
7.55	1	< 0.1%
7.15	1	< 0.1%
7.14	1	< 0.1%

hemoglobin
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	136
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.51139028
Minimum	0
Maximum	19.9
Zeros	1445
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	12.9
median	14
Q3	15.1
95-th percentile	16.5
Maximum	19.9
Range	19.9
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	3.143251273
Coefficient of variation (CV)	0.2326371461
Kurtosis	10.83354775
Mean	13.51139028
Median Absolute Deviation (MAD)	1.1
Skewness	-3.074667559
Sum	489909.5
Variance	9.880028568
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1445	4.0%
13.9	1174	3.2%
14.1	1084	3.0%
15	1016	2.8%
13.1	950	2.6%
14.3	916	2.5%
13.8	902	2.5%
13.5	886	2.4%
15.4	882	2.4%
14.5	874	2.4%
Other values (126)	26130	72.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1445	4.0%
6.1	3	< 0.1%
6.2	3	< 0.1%
6.3	1	< 0.1%
6.4	2	< 0.1%

Value	Count	Frequency (%)
19.9	2	< 0.1%
19.7	2	< 0.1%
19.6	1	< 0.1%
19.5	2	< 0.1%
19.3	1	< 0.1%

hematocrit
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	340
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	39.87056455
Minimum	0
Maximum	59
Zeros	1445
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	30.5
Q1	38.3
median	41.3
Q3	44.4
95-th percentile	48.2
Maximum	59
Range	59
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	9.156766787
Coefficient of variation (CV)	0.2296623309
Kurtosis	11.51285362
Mean	39.87056455
Median Absolute Deviation (MAD)	3.1
Skewness	-3.193815991
Sum	1445666.8
Variance	83.846378
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1445	4.0%
40.3	431	1.2%
41.3	425	1.2%
39.8	414	1.1%
41.8	399	1.1%
42.2	393	1.1%
42.8	390	1.1%
43.8	381	1.1%
39.2	369	1.0%
43.4	364	1.0%
Other values (330)	31248	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1445	4.0%
17.9	1	< 0.1%
20.1	1	< 0.1%
20.5	1	< 0.1%
20.6	1	< 0.1%

Value	Count	Frequency (%)
59	1	< 0.1%
58.8	1	< 0.1%
57.8	1	< 0.1%
57.7	1	< 0.1%
56.5	1	< 0.1%

MCV
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	536
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.48592349
Minimum	0
Maximum	125.3
Zeros	1445
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	69.5
Q1	85.6
median	89.3
Q3	92.4
95-th percentile	97.3
Maximum	125.3
Range	125.3
Interquartile range (IQR)	6.8

Descriptive statistics

Standard deviation	18.35067487
Coefficient of variation (CV)	0.2146631179
Kurtosis	15.83899185
Mean	85.48592349
Median Absolute Deviation (MAD)	3.4
Skewness	-3.993490369
Sum	3099634.1
Variance	336.7472683
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1445	4.0%
89.4	413	1.1%
89.8	381	1.1%
88.9	381	1.1%
90.7	364	1.0%
91.6	361	1.0%
89.6	358	1.0%
89.1	353	1.0%
91.4	351	1.0%
88.6	348	1.0%
Other values (526)	31504	86.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1445	4.0%
35.4	1	< 0.1%
50.8	1	< 0.1%
51.1	1	< 0.1%
51.6	1	< 0.1%

Value	Count	Frequency (%)
125.3	1	< 0.1%
121.9	1	< 0.1%
119.2	1	< 0.1%
118.8	1	< 0.1%
118.1	1	< 0.1%

MCH
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	244
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.97044044
Minimum	0
Maximum	74.5
Zeros	1445
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	22
Q1	28.8
median	30.3
Q3	31.5
95-th percentile	33.4
Maximum	74.5
Range	74.5
Interquartile range (IQR)	2.7

Descriptive statistics

Standard deviation	6.364927693
Coefficient of variation (CV)	0.2197042087
Kurtosis	14.32371306
Mean	28.97044044
Median Absolute Deviation (MAD)	1.3
Skewness	-3.712908724
Sum	1050439.2
Variance	40.51230454
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1445	4.0%
31.3	992	2.7%
30	957	2.6%
30.8	900	2.5%
31.5	883	2.4%
30.3	861	2.4%
29.5	797	2.2%
29.8	792	2.2%
30.7	765	2.1%
31	755	2.1%
Other values (234)	27112	74.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1445	4.0%
12.4	1	< 0.1%
14.6	1	< 0.1%
14.7	1	< 0.1%
15.1	1	< 0.1%

Value	Count	Frequency (%)
74.5	1	< 0.1%
60.8	1	< 0.1%
56.2	1	< 0.1%
46.4	1	< 0.1%
46.1	1	< 0.1%

MCHC
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	116
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.53266775
Minimum	0
Maximum	69.6
Zeros	1429
Zeros (%)	3.9%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	31.2
Q1	33.1
median	33.8
Q3	34.5
95-th percentile	35.5
Maximum	69.6
Range	69.6
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	6.671157229
Coefficient of variation (CV)	0.2050602576
Kurtosis	19.32898538
Mean	32.53266775
Median Absolute Deviation (MAD)	0.7
Skewness	-4.545132462
Sum	1179602
Variance	44.50433877
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.8	1857	5.1%
34.2	1823	5.0%
34	1556	4.3%
33.3	1501	4.1%
0	1429	3.9%
33.7	1371	3.8%
34.3	1340	3.7%
33.6	1334	3.7%
34.8	1330	3.7%
34.5	1275	3.5%
Other values (106)	21443	59.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1429	3.9%
25.1	1	< 0.1%
25.2	1	< 0.1%
27.1	1	< 0.1%
27.6	1	< 0.1%

Value	Count	Frequency (%)
69.6	1	< 0.1%
44.9	1	< 0.1%
43.8	1	< 0.1%
43.5	1	< 0.1%
43.3	1	< 0.1%

RDW
Real number (ℝ_≥0)

ZEROS

Distinct	155
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.77254199
Minimum	0
Maximum	37.8
Zeros	1445
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	11.4
Q1	12.4
median	13
Q3	13.7
95-th percentile	15.6
Maximum	37.8
Range	37.8
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	2.926772566
Coefficient of variation (CV)	0.2291456601
Kurtosis	12.66761849
Mean	12.77254199
Median Absolute Deviation (MAD)	0.7
Skewness	-2.914165002
Sum	463119.6
Variance	8.56599765
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.5	1963	5.4%
12.9	1842	5.1%
13.1	1802	5.0%
0	1445	4.0%
12.6	1416	3.9%
12.7	1402	3.9%
13.3	1393	3.8%
12.4	1351	3.7%
13	1318	3.6%
13.4	1253	3.5%
Other values (145)	21074	58.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1445	4.0%
10.7	2	< 0.1%
10.8	5	< 0.1%
10.9	2	< 0.1%
11	30	0.1%

Value	Count	Frequency (%)
37.8	1	< 0.1%
31.8	1	< 0.1%
30.9	1	< 0.1%
30.8	1	< 0.1%
30.6	1	< 0.1%

platelet_count
Real number (ℝ_≥0)

ZEROS

Distinct	538
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	238.2102375
Minimum	0
Maximum	1000
Zeros	1446
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	120
Q1	198
median	238
Q3	283
95-th percentile	363
Maximum	1000
Range	1000
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	81.02913543
Coefficient of variation (CV)	0.3401580734
Kurtosis	2.980563145
Mean	238.2102375
Median Absolute Deviation (MAD)	42
Skewness	-0.2867050631
Sum	8637265
Variance	6565.720789
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1446	4.0%
235	274	0.8%
220	270	0.7%
225	265	0.7%
239	261	0.7%
211	259	0.7%
230	259	0.7%
229	254	0.7%
226	254	0.7%
233	252	0.7%
Other values (528)	32465	89.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1446	4.0%
4	1	< 0.1%
11	1	< 0.1%
14	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
1000	1	< 0.1%
991	1	< 0.1%
822	1	< 0.1%
818	1	< 0.1%
799	1	< 0.1%

MPV
Real number (ℝ_≥0)

ZEROS

Distinct	84
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.861228936
Minimum	0
Maximum	15.1
Zeros	1446
Zeros (%)	4.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	6.3
Q1	7.5
median	8.1
Q3	8.7
95-th percentile	9.8
Maximum	15.1
Range	15.1
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.843411009
Coefficient of variation (CV)	0.2344939988
Kurtosis	10.52032383
Mean	7.861228936
Median Absolute Deviation (MAD)	0.6
Skewness	-2.892070662
Sum	285040.3
Variance	3.398164147
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.1	2084	5.7%
7.6	1812	5.0%
8.4	1810	5.0%
7.9	1581	4.4%
8	1571	4.3%
7.8	1524	4.2%
8.6	1522	4.2%
8.2	1515	4.2%
0	1446	4.0%
7.5	1354	3.7%
Other values (74)	20040	55.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1446	4.0%
4.7	1	< 0.1%
4.8	1	< 0.1%
5	2	< 0.1%
5.1	2	< 0.1%

Value	Count	Frequency (%)
15.1	1	< 0.1%
13.6	1	< 0.1%
13.5	1	< 0.1%
13.3	1	< 0.1%
13	2	< 0.1%

full_time_work
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Missing	30492
No	3722
Yes	2045

Frequencies
Length

Value	Count	Frequency (%)
Missing	30492	84.1%
No	3722	10.3%
Yes	2045	5.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.261148956
Min length	2

work_type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Missing	16284
Private Wage Worker	14961
Government	2948
Self Employed	1979
Family Business	87

Frequencies
Length

Value	Count	Frequency (%)
Missing	16284	44.9%
Private Wage Worker	14961	41.3%
Government	2948	8.1%
Self Employed	1979	5.5%
Family Business	87	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	10
Mean length	12.541962
Min length	7

time_in_current_job
Real number (ℝ_≥0)

ZEROS

Distinct	99
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.1361593
Minimum	0
Maximum	720
Zeros	16672
Zeros (%)	46.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	60
95-th percentile	252
Maximum	720
Range	720
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	92.28212497
Coefficient of variation (CV)	1.87808991
Kurtosis	8.259965154
Mean	49.1361593
Median Absolute Deviation (MAD)	3
Skewness	2.699173094
Sum	1781628
Variance	8515.990589
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16672	46.0%
24	1579	4.4%
36	1512	4.2%
12	1449	4.0%
60	1131	3.1%
48	1048	2.9%
120	865	2.4%
72	756	2.1%
84	625	1.7%
96	623	1.7%
Other values (89)	9999	27.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16672	46.0%
1	426	1.2%
2	486	1.3%
3	608	1.7%
4	396	1.1%

Value	Count	Frequency (%)
720	11	< 0.1%
708	1	< 0.1%
696	1	< 0.1%
672	2	< 0.1%
660	11	< 0.1%

out_of_work
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Missing	21461
Retired	6687
Home Caretaker	2366
Disabled	1954
Health	1195
Other values (3)	2596

Frequencies
Length

Value	Count	Frequency (%)
Missing	21461	59.2%
Retired	6687	18.4%
Home Caretaker	2366	6.5%
Disabled	1954	5.4%
Health	1195	3.3%
School	1104	3.0%
Other	1084	3.0%
Layoff	408	1.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	7
Mean length	7.376210044
Min length	5

trouble_sleeping_history
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	27243
1	9016

Common Values
Chart

Value	Count	Frequency (%)
0	27243	75.1%
1	9016	24.9%

sleep_hours
Real number (ℝ_≥0)

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.071830442
Minimum	0
Maximum	14.5
Zeros	97
Zeros (%)	0.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	4.5
Q1	6
median	7
Q3	8
95-th percentile	9.5
Maximum	14.5
Range	14.5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.57052537
Coefficient of variation (CV)	0.2220818758
Kurtosis	1.658298951
Mean	7.071830442
Median Absolute Deviation (MAD)	1
Skewness	-0.1881441416
Sum	256417.5
Variance	2.466549937
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
8	8941	24.7%
7	8553	23.6%
6	6868	18.9%
5	2855	7.9%
9	2503	6.9%
4	1223	3.4%
7.5	1026	2.8%
10	1005	2.8%
8.5	763	2.1%
6.5	645	1.8%
Other values (18)	1877	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	97	0.3%
1	15	< 0.1%
2	101	0.3%
2.5	1	< 0.1%
3	319	0.9%

Value	Count	Frequency (%)
14.5	2	< 0.1%
14	12	< 0.1%
13.5	2	< 0.1%
13	24	0.1%
12.5	6	< 0.1%

vigorous_recreation
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

No	27318
Yes	8938
Missing	3

Frequencies
Length

Value	Count	Frequency (%)
No	27318	75.3%
Yes	8938	24.7%
Missing	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	2
Mean length	2.246918007
Min length	2

moderate_recreation
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

No	20917
Yes	15336
Missing	6

Frequencies
Length

Value	Count	Frequency (%)
No	20917	57.7%
Yes	15336	42.3%
Missing	6	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	2
Mean length	2.42378444
Min length	2

sedentary_time
Real number (ℝ_≥0)

Distinct	67
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	330.8408119
Minimum	0
Maximum	1320
Zeros	224
Zeros (%)	0.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	60
Q1	180
median	300
Q3	480
95-th percentile	720
Maximum	1320
Range	1320
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	201.395358
Coefficient of variation (CV)	0.6087379511
Kurtosis	0.261350137
Mean	330.8408119
Median Absolute Deviation (MAD)	120
Skewness	0.7583874284
Sum	11995957
Variance	40560.09022
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
240	4617	12.7%
180	4244	11.7%
480	4189	11.6%
300	3886	10.7%
120	3749	10.3%
360	3723	10.3%
600	2509	6.9%
60	1700	4.7%
420	1492	4.1%
720	1458	4.0%
Other values (57)	4692	12.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	224	0.6%
1	12	< 0.1%
2	10	< 0.1%
3	8	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
1320	2	< 0.1%
1200	13	< 0.1%
1140	4	< 0.1%
1080	54	0.1%
1020	26	0.1%

vigorous_work
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	29647
1	6612

Common Values
Chart

Value	Count	Frequency (%)
0	29647	81.8%
1	6612	18.2%

moderate_work
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	23690
1	12569

Common Values
Chart

Value	Count	Frequency (%)
0	23690	65.3%
1	12569	34.7%

drinks_per_occasion
Real number (ℝ_≥0)

ZEROS

Distinct	32
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.820927218
Minimum	0
Maximum	83
Zeros	12804
Zeros (%)	35.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6
Maximum	83
Range	83
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.583303914
Coefficient of variation (CV)	1.418674996
Kurtosis	85.38406272
Mean	1.820927218
Median Absolute Deviation (MAD)	1
Skewness	5.173407278
Sum	66025
Variance	6.67345911
Monotocity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	12804	35.3%
1	8179	22.6%
2	6470	17.8%
3	3384	9.3%
4	1776	4.9%
6	1200	3.3%
5	1014	2.8%
12	342	0.9%
8	326	0.9%
10	259	0.7%
Other values (22)	505	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12804	35.3%
1	8179	22.6%
2	6470	17.8%
3	3384	9.3%
4	1776	4.9%

Value	Count	Frequency (%)
83	1	< 0.1%
82	1	< 0.1%
66	1	< 0.1%
64	1	< 0.1%
36	1	< 0.1%

lifetime_alcohol_consumption
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

Missing	22323
Yes	8748
No	5188

Frequencies
Length

Value	Count	Frequency (%)
Missing	22323	61.6%
Yes	8748	24.1%
No	5188	14.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	5.31953446
Min length	2

drinks_past_year
Real number (ℝ_≥0)

ZEROS

Distinct	98
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	48.37367274
Minimum	0
Maximum	365
Zeros	12808
Zeros (%)	35.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	52
95-th percentile	260
Maximum	365
Range	365
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	88.48406436
Coefficient of variation (CV)	1.829178132
Kurtosis	4.798289453
Mean	48.37367274
Median Absolute Deviation (MAD)	5
Skewness	2.336970995
Sum	1753981
Variance	7829.429646
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12808	35.3%
52	2706	7.5%
12	2570	7.1%
104	2285	6.3%
24	1798	5.0%
2	1730	4.8%
156	1277	3.5%
1	1180	3.3%
364	1168	3.2%
5	1073	3.0%
Other values (88)	7664	21.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12808	35.3%
1	1180	3.3%
2	1730	4.8%
3	957	2.6%
4	665	1.8%

Value	Count	Frequency (%)
365	156	0.4%
364	1168	3.2%
360	10	< 0.1%
350	4	< 0.1%
348	1	< 0.1%

cant_work
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	31342
1	4917

Common Values
Chart

Value	Count	Frequency (%)
0	31342	86.4%
1	4917	13.6%

limited_work
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	28893
1	7366

Common Values
Chart

Value	Count	Frequency (%)
0	28893	79.7%
1	7366	20.3%

walking_equipment
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	32829
1	3430

Common Values
Chart

Value	Count	Frequency (%)
0	32829	90.5%
1	3430	9.5%

memory_problems
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	33523
1	2736

Common Values
Chart

Value	Count	Frequency (%)
0	33523	92.5%
1	2736	7.5%

limitations
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35540
1	719

Common Values
Chart

Value	Count	Frequency (%)
0	35540	98.0%
1	719	2.0%

healthcare_equipment
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	33078
1	3181

Common Values
Chart

Value	Count	Frequency (%)
0	33078	91.2%
1	3181	8.8%

health_problem_Other Impairment
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	33573
1	2686

Common Values
Chart

Value	Count	Frequency (%)
0	33573	92.6%
1	2686	7.4%

health_problem_Bone or Joint
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34034
1	2225

Common Values
Chart

Value	Count	Frequency (%)
0	34034	93.9%
1	2225	6.1%

health_problem_Weight
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35067
1	1192

Common Values
Chart

Value	Count	Frequency (%)
0	35067	96.7%
1	1192	3.3%

health_problem_Back or Neck
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	31569
1	4690

Common Values
Chart

Value	Count	Frequency (%)
0	31569	87.1%
1	4690	12.9%

health_problem_Arthritis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	31324
1	4935

Common Values
Chart

Value	Count	Frequency (%)
0	31324	86.4%
1	4935	13.6%

health_problem_Cancer
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35908
1	351

Common Values
Chart

Value	Count	Frequency (%)
0	35908	99.0%
1	351	1.0%

health_problem_Other Injury
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35779
1	480

Common Values
Chart

Value	Count	Frequency (%)
0	35779	98.7%
1	480	1.3%

health_problem_Breathing
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34962
1	1297

Common Values
Chart

Value	Count	Frequency (%)
0	34962	96.4%
1	1297	3.6%

health_problem_Stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35827
1	432

Common Values
Chart

Value	Count	Frequency (%)
0	35827	98.8%
1	432	1.2%

health_problem_Blood Pressure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34057
1	2202

Common Values
Chart

Value	Count	Frequency (%)
0	34057	93.9%
1	2202	6.1%

health_problem_Mental Retardation
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	36203
1	56

Common Values
Chart

Value	Count	Frequency (%)
0	36203	99.8%
1	56	0.2%

health_problem_Hearing
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35244
1	1015

Common Values
Chart

Value	Count	Frequency (%)
0	35244	97.2%
1	1015	2.8%

health_problem_Heart
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34923
1	1336

Common Values
Chart

Value	Count	Frequency (%)
0	34923	96.3%
1	1336	3.7%

health_problem_Vision
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34976
1	1283

Common Values
Chart

Value	Count	Frequency (%)
0	34976	96.5%
1	1283	3.5%

health_problem_Diabetes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34672
1	1587

Common Values
Chart

Value	Count	Frequency (%)
0	34672	95.6%
1	1587	4.4%

health_problem_Birth Defect
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	36162
1	97

Common Values
Chart

Value	Count	Frequency (%)
0	36162	99.7%
1	97	0.3%

health_problem_Senility
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	36187
1	72

Common Values
Chart

Value	Count	Frequency (%)
0	36187	99.8%
1	72	0.2%

health_problem_Other Developmental
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	36197
1	62

Common Values
Chart

Value	Count	Frequency (%)
0	36197	99.8%
1	62	0.2%

marijuana_use
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	23685
1	12574

Common Values
Chart

Value	Count	Frequency (%)
0	23685	65.3%
1	12574	34.7%

marijuana_per_month
Real number (ℝ_≥0)

ZEROS

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.230260073
Minimum	0
Maximum	99
Zeros	32756
Zeros (%)	90.3%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7
Maximum	99
Range	99
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.286753676
Coefficient of variation (CV)	4.297265099
Kurtosis	34.38896561
Mean	1.230260073
Median Absolute Deviation (MAD)	0
Skewness	5.225379535
Sum	44608
Variance	27.94976443
Monotocity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	32756	90.3%
1	721	2.0%
30	668	1.8%
2	334	0.9%
5	221	0.6%
3	208	0.6%
20	179	0.5%
15	167	0.5%
25	155	0.4%
10	150	0.4%
Other values (23)	700	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32756	90.3%
1	721	2.0%
2	334	0.9%
3	208	0.6%
4	129	0.4%

Value	Count	Frequency (%)
99	4	< 0.1%
77	2	< 0.1%
30	668	1.8%
29	32	0.1%
28	72	0.2%

cocaine_use
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	31707
1	4552

Common Values
Chart

Value	Count	Frequency (%)
0	31707	87.4%
1	4552	12.6%

cocaine_number_uses
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3825257178
Minimum	0
Maximum	6
Zeros	32310
Zeros (%)	89.1%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.21669451
Coefficient of variation (CV)	3.180686825
Kurtosis	10.51949927
Mean	0.3825257178
Median Absolute Deviation (MAD)	0
Skewness	3.353342361
Sum	13870
Variance	1.480345532
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	32310	89.1%
2	956	2.6%
3	782	2.2%
6	719	2.0%
4	698	1.9%
5	428	1.2%
1	366	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32310	89.1%
1	366	1.0%
2	956	2.6%
3	782	2.2%
4	698	1.9%

Value	Count	Frequency (%)
6	719	2.0%
5	428	1.2%
4	698	1.9%
3	782	2.2%
2	956	2.6%

cocaine_per_month
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05822002813
Minimum	0
Maximum	99
Zeros	35837
Zeros (%)	98.8%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	99
Range	99
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.111968813
Coefficient of variation (CV)	19.09942074
Kurtosis	3706.928854
Mean	0.05822002813
Median Absolute Deviation (MAD)	0
Skewness	49.82114522
Sum	2111
Variance	1.236474641
Monotocity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	35837	98.8%
1	159	0.4%
2	76	0.2%
3	45	0.1%
5	38	0.1%
4	21	0.1%
6	11	< 0.1%
10	11	< 0.1%
30	11	< 0.1%
8	9	< 0.1%
Other values (13)	41	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35837	98.8%
1	159	0.4%
2	76	0.2%
3	45	0.1%
4	21	0.1%

Value	Count	Frequency (%)
99	2	< 0.1%
30	11	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
25	2	< 0.1%

heroine_use
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35567
1	692

Common Values
Chart

Value	Count	Frequency (%)
0	35567	98.1%
1	692	1.9%

heronine_per_month
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02051904355
Minimum	0
Maximum	30
Zeros	36200
Zeros (%)	99.8%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6881248023
Coefficient of variation (CV)	33.53591023
Kurtosis	1514.204492
Mean	0.02051904355
Median Absolute Deviation (MAD)	0
Skewness	38.06270681
Sum	744
Variance	0.4735157436
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	36200	99.8%
1	16	< 0.1%
30	11	< 0.1%
20	6	< 0.1%
10	4	< 0.1%
3	3	< 0.1%
4	3	< 0.1%
2	3	< 0.1%
25	3	< 0.1%
15	2	< 0.1%
Other values (5)	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36200	99.8%
1	16	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	3	< 0.1%

Value	Count	Frequency (%)
30	11	< 0.1%
28	1	< 0.1%
25	3	< 0.1%
23	2	< 0.1%
20	6	< 0.1%

meth_use
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34468
1	1791

Common Values
Chart

Value	Count	Frequency (%)
0	34468	95.1%
1	1791	4.9%

meth_number_uses
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1612289363
Minimum	0
Maximum	6
Zeros	34660
Zeros (%)	95.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8291908009
Coefficient of variation (CV)	5.142940344
Kurtosis	32.07996574
Mean	0.1612289363
Median Absolute Deviation (MAD)	0
Skewness	5.615153711
Sum	5846
Variance	0.6875573843
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	34660	95.6%
6	376	1.0%
2	341	0.9%
3	326	0.9%
4	254	0.7%
5	153	0.4%
1	149	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34660	95.6%
1	149	0.4%
2	341	0.9%
3	326	0.9%
4	254	0.7%

Value	Count	Frequency (%)
6	376	1.0%
5	153	0.4%
4	254	0.7%
3	326	0.9%
2	341	0.9%

meth_per_month
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02986844645
Minimum	0
Maximum	30
Zeros	36111
Zeros (%)	99.6%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7163614399
Coefficient of variation (CV)	23.98388684
Kurtosis	1116.515116
Mean	0.02986844645
Median Absolute Deviation (MAD)	0
Skewness	31.76947474
Sum	1083
Variance	0.5131737126
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	36111	99.6%
1	42	0.1%
2	24	0.1%
5	19	0.1%
3	11	< 0.1%
20	9	< 0.1%
15	8	< 0.1%
30	7	< 0.1%
10	7	< 0.1%
4	4	< 0.1%
Other values (10)	17	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36111	99.6%
1	42	0.1%
2	24	0.1%
3	11	< 0.1%
4	4	< 0.1%

Value	Count	Frequency (%)
30	7	< 0.1%
28	1	< 0.1%
27	2	< 0.1%
25	2	< 0.1%
24	1	< 0.1%

inject_drugs
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	35602
1	657

Common Values
Chart

Value	Count	Frequency (%)
0	35602	98.2%
1	657	1.8%

rehab_program
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	34987
1	1272

Common Values
Chart

Value	Count	Frequency (%)
0	34987	96.5%
1	1272	3.5%

start_smoking_age
Real number (ℝ_≥0)

ZEROS

Distinct	62
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.379767782
Minimum	0
Maximum	76
Zeros	21426
Zeros (%)	59.1%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16
95-th percentile	23
Maximum	76
Range	76
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.524207869
Coefficient of variation (CV)	1.290583681
Kurtosis	0.3638056222
Mean	7.379767782
Median Absolute Deviation (MAD)	0
Skewness	0.9326817447
Sum	267583
Variance	90.71053554
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21426	59.1%
18	2223	6.1%
16	1873	5.2%
17	1500	4.1%
15	1496	4.1%
20	1048	2.9%
14	1028	2.8%
19	941	2.6%
13	778	2.1%
21	611	1.7%
Other values (52)	3335	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21426	59.1%
6	2	< 0.1%
7	72	0.2%
8	70	0.2%
9	109	0.3%

Value	Count	Frequency (%)
76	1	< 0.1%
74	1	< 0.1%
72	2	< 0.1%
71	1	< 0.1%
68	1	< 0.1%

current_smoker
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	283.3 KiB

0	20789
1	8359
3	5780
2	1331

Frequencies
Length

Value	Count	Frequency (%)
0	20789	57.3%
1	8359	23.1%
3	5780	15.9%
2	1331	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

previous_cigarettes_per_day
Real number (ℝ_≥0)

ZEROS

Distinct	55
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.48793403
Minimum	0
Maximum	95
Zeros	28368
Zeros (%)	78.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20
Maximum	95
Range	95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.731543943
Coefficient of variation (CV)	2.790059634
Kurtosis	21.31834141
Mean	3.48793403
Median Absolute Deviation (MAD)	0
Skewness	4.068214845
Sum	126469
Variance	94.70294752
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28368	78.2%
20	1967	5.4%
10	1138	3.1%
1	766	2.1%
40	555	1.5%
5	511	1.4%
3	489	1.3%
30	423	1.2%
2	412	1.1%
4	322	0.9%
Other values (45)	1308	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28368	78.2%
1	766	2.1%
2	412	1.1%
3	489	1.3%
4	322	0.9%

Value	Count	Frequency (%)
95	36	0.1%
90	7	< 0.1%
80	34	0.1%
75	3	< 0.1%
70	8	< 0.1%

current_cigarettes_per_day
Real number (ℝ_≥0)

ZEROS

Distinct	40
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.425770154
Minimum	0
Maximum	95
Zeros	28822
Zeros (%)	79.5%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20
Maximum	95
Range	95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.64172404
Coefficient of variation (CV)	2.73798572
Kurtosis	27.23411923
Mean	2.425770154
Median Absolute Deviation (MAD)	0
Skewness	4.177692827
Sum	87956
Variance	44.11249822
Monotocity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	28822	79.5%
20	1421	3.9%
10	1308	3.6%
1	633	1.7%
5	567	1.6%
15	472	1.3%
3	471	1.3%
2	466	1.3%
4	379	1.0%
6	310	0.9%
Other values (30)	1410	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28822	79.5%
1	633	1.7%
2	466	1.3%
3	471	1.3%
4	379	1.0%

Value	Count	Frequency (%)
95	12	< 0.1%
90	3	< 0.1%
80	1	< 0.1%
70	1	< 0.1%
60	18	< 0.1%

days_quit_smoking
Real number (ℝ_≥0)

ZEROS

Distinct	144
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1544.790838
Minimum	0
Maximum	26280
Zeros	27934
Zeros (%)	77.0%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10950
Maximum	26280
Range	26280
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3828.916153
Coefficient of variation (CV)	2.478598435
Kurtosis	7.161980489
Mean	1544.790838
Median Absolute Deviation (MAD)	0
Skewness	2.758623846
Sum	56012571
Variance	14660598.91
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27934	77.0%
7300	518	1.4%
10950	472	1.3%
3650	431	1.2%
5475	406	1.1%
9125	324	0.9%
1825	312	0.9%
14600	300	0.8%
730	286	0.8%
1095	284	0.8%
Other values (134)	4992	13.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27934	77.0%
1	9	< 0.1%
2	7	< 0.1%
3	5	< 0.1%
4	7	< 0.1%

Value	Count	Frequency (%)
26280	1	< 0.1%
25915	1	< 0.1%
25550	1	< 0.1%
24455	1	< 0.1%
24090	5	< 0.1%

household_smokers
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.265230701
Minimum	0
Maximum	4
Zeros	10780
Zeros (%)	29.7%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.791524874
Coefficient of variation (CV)	0.7908796544
Kurtosis	-1.780570075
Mean	2.265230701
Median Absolute Deviation (MAD)	1
Skewness	-0.20522643
Sum	82135
Variance	3.209561375
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	17592	48.5%
0	10780	29.7%
1	4721	13.0%
2	2452	6.8%
3	714	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10780	29.7%
1	4721	13.0%
2	2452	6.8%
3	714	2.0%
4	17592	48.5%

Value	Count	Frequency (%)
4	17592	48.5%
3	714	2.0%
2	2452	6.8%
1	4721	13.0%
0	10780	29.7%

prescriptions_count
Real number (ℝ_≥0)

ZEROS

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.079566452
Minimum	0
Maximum	23
Zeros	16032
Zeros (%)	44.2%
Memory size	283.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	8
Maximum	23
Range	23
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.888429744
Coefficient of variation (CV)	1.388957656
Kurtosis	4.033107788
Mean	2.079566452
Median Absolute Deviation (MAD)	1
Skewness	1.87371707
Sum	75403
Variance	8.343026388
Monotocity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	16032	44.2%
1	5474	15.1%
2	3618	10.0%
3	2767	7.6%
4	2209	6.1%
5	1688	4.7%
6	1257	3.5%
7	970	2.7%
8	663	1.8%
9	503	1.4%
Other values (13)	1078	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16032	44.2%
1	5474	15.1%
2	3618	10.0%
3	2767	7.6%
4	2209	6.1%

Value	Count	Frequency (%)
23	1	< 0.1%
22	1	< 0.1%
20	6	< 0.1%
19	15	< 0.1%
18	6	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	SEQN	depression	gender	age	race	citizenship	education_level	marital_status	household_size	pregnant	birth_place	veteran	household_income	asthma	asthma_onset	asthma_currently	ever_overweight	blood_transfusion	arthritis	heart_failure	stroke	bronchitis	thyroid_problem	bronchitis_currently	thyroid_problem_currently	cancer	first_cancer_type	second_cancer_type	third_cancer_type	heart_attack_relative	asthma_relative	diabetes_relative	arthritis_onset	heart_failure_onset	thyroid_problem_onset	arthritis_type	first_cancer_count	weight	height	BMI	pulse	irregular_pulse	systolic	diastolic	total_cholesterol	HDL	triglyceride	LDL	albumin	ALT	AST	ALP	BUN	calcium	CO2	creatinine	GGT	glucose	iron	LHD	phosphorus	bilirubin	total_protein	uric_acid	sodium	potassium	chloride	osmolality	globulin	white_BCC	lymphocyte_percent	monocyte_percent	neutrophils_percent	eosinophils_percent	basophils_percent	lymphocyte_count	monocyte_count	neutrophils_count	eosinophils_count	basophils_count	RBC_count	hemoglobin	hematocrit	MCV	MCH	MCHC	RDW	platelet_count	MPV	full_time_work	work_type	time_in_current_job	out_of_work	trouble_sleeping_history	sleep_hours	vigorous_recreation	moderate_recreation	sedentary_time	vigorous_work	moderate_work	drinks_per_occasion	lifetime_alcohol_consumption	drinks_past_year	limited_work	memory_problems	health_problem_Other Impairment	health_problem_Bone or Joint	health_problem_Weight	start_smoking_age	current_smoker	previous_cigarettes_per_day	current_cigarettes_per_day	days_quit_smoking	household_smokers	prescriptions_count
0	31131	Not Depressed	1	44	Black	Citizen	4	Married	4	No	USA	No	11	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	1.0	0.0	1.0	0.0	42.0	0.0	Missing	0.0	75.2	156.0	30.90	58.0	0.0	144.0	74.0	105.0	39.0	86.0	49.0	3.5	14.0	16.0	74.0	6.0	8.9	23.0	0.8	17.0	87.0	51.0	105.0	3.4	0.4	6.9	4.9	137.0	4.1	106.0	271.0	3.4	5.3	35.8	7.8	55.1	0.9	0.5	1.9	0.4	2.9	5.397605e-79	5.397605e-79	4.63	12.5	37.1	80.1	27.1	33.8	13.7	298.0	7.8	Missing	Private Wage Worker	324.0	Missing	0.0	9.0	No	No	150.0	0.0	0.0	0.0	Yes	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	4	2
1	31132	Not Depressed	0	70	White	Citizen	5	Married	2	Missing	USA	Yes	11	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	63.0	Missing	0.0	69.5	167.6	24.74	62.0	0.0	138.0	60.0	147.0	59.0	65.0	75.0	5.0	31.0	29.0	48.0	25.0	9.9	29.0	1.2	22.0	155.0	89.0	165.0	3.4	1.0	7.2	7.2	140.0	3.8	102.0	287.0	2.2	7.5	29.4	9.1	58.9	2.2	0.4	2.2	0.7	4.4	2.000000e-01	5.397605e-79	4.72	14.5	42.6	90.3	30.7	34.0	12.5	225.0	8.6	No	Private Wage Worker	96.0	Missing	0.0	7.0	No	Yes	150.0	0.0	0.0	1.0	Missing	208.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	4	4
2	31134	Not Depressed	0	73	White	Citizen	3	Married	2	Missing	USA	Yes	5	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	0.0	Missing	0.0	101.9	182.4	30.63	50.0	0.0	130.0	68.0	186.0	49.0	195.0	98.0	3.9	30.0	31.0	77.0	13.0	9.5	27.0	1.2	33.0	93.0	84.0	158.0	3.3	0.5	7.1	7.5	139.0	4.1	103.0	277.0	3.2	6.6	29.1	12.0	55.4	3.3	0.2	1.9	0.8	3.7	2.000000e-01	5.397605e-79	5.45	15.9	48.3	88.6	29.2	33.0	13.4	222.0	7.8	Missing	Missing	0.0	Retired	1.0	7.0	No	Yes	90.0	0.0	1.0	2.0	Missing	104.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	4	5
3	31139	Not Depressed	1	18	Other Hispanic	Citizen	0	Never Married	3	No	USA	No	11	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	0.0	Missing	0.0	73.9	158.4	29.45	68.0	0.0	110.0	64.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.000000e+00	0.000000e+00	0.00	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Missing	Private Wage Worker	12.0	Missing	0.0	6.0	Yes	Yes	120.0	0.0	0.0	0.0	Missing	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	1	0
4	31143	Not Depressed	0	19	White	Citizen	0	Never Married	3	Missing	USA	No	11	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	0.0	Missing	0.0	76.4	184.0	22.57	68.0	0.0	108.0	62.0	108.0	44.0	0.0	0.0	4.7	22.0	23.0	47.0	12.0	10.2	28.0	0.8	13.0	76.0	158.0	93.0	4.5	1.0	7.2	4.3	143.0	4.1	104.0	283.0	2.5	5.9	25.6	5.9	66.2	1.8	0.6	1.5	0.3	3.9	1.000000e-01	5.397605e-79	5.36	16.3	48.7	90.9	30.3	33.3	12.1	217.0	9.3	No	Private Wage Worker	24.0	Missing	0.0	7.0	Yes	No	360.0	0.0	0.0	0.0	Missing	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	2	0	4	1
5	31144	Not Depressed	0	21	Other Hispanic	Citizen	3	Never Married	6	Missing	USA	No	3	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	1.0	1.0	0.0	0.0	0.0	Missing	0.0	69.9	167.1	25.03	54.0	0.0	116.0	74.0	207.0	45.0	0.0	0.0	4.1	15.0	18.0	183.0	9.0	10.3	27.0	0.7	15.0	81.0	114.0	120.0	4.7	0.7	7.3	6.0	139.0	4.4	103.0	275.0	3.2	9.6	22.1	7.3	65.7	3.7	1.3	2.1	0.7	6.3	4.000000e-01	1.000000e-01	5.09	17.0	49.9	98.0	33.3	34.0	11.6	225.0	9.1	Missing	Government	3.0	Missing	0.0	8.0	Yes	Yes	180.0	0.0	0.0	2.0	Missing	24.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	4	0
6	31149	Not Depressed	1	85	White	Citizen	2	Widowed	1	Missing	USA	No	1	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	Colon	None	None	0.0	0.0	0.0	77.0	0.0	43.0	Osteoarthritis	1.0	51.9	154.9	21.63	64.0	0.0	110.0	0.0	121.0	54.0	0.0	0.0	3.7	19.0	28.0	50.0	19.0	9.0	23.0	1.1	12.0	92.0	76.0	153.0	4.3	0.4	6.3	5.9	140.0	3.8	105.0	281.0	2.6	25.0	69.6	6.7	23.2	0.3	0.3	17.4	1.7	5.8	1.000000e-01	1.000000e-01	3.77	11.4	35.3	93.5	30.3	32.3	13.3	198.0	8.2	Missing	Missing	0.0	Retired	0.0	8.0	No	No	300.0	0.0	0.0	0.0	No	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	4	9
7	31150	Not Depressed	0	79	White	Citizen	3	Divorced	1	Missing	USA	Yes	3	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	Colon	None	None	0.0	0.0	0.0	58.0	0.0	0.0	Other	1.0	85.0	171.4	28.93	66.0	0.0	144.0	74.0	181.0	81.0	50.0	90.0	4.1	23.0	28.0	67.0	10.0	9.5	23.0	0.9	16.0	94.0	142.0	150.0	3.6	1.3	7.5	4.8	139.0	4.0	103.0	276.0	3.4	6.5	18.8	9.6	68.7	2.4	0.4	1.2	0.6	4.5	2.000000e-01	5.397605e-79	4.48	14.4	43.5	97.2	32.2	33.2	12.4	237.0	8.8	Missing	Missing	0.0	Retired	0.0	8.0	Yes	Yes	90.0	1.0	0.0	3.0	Missing	364.0	0.0	0.0	0.0	0.0	0.0	14	1	20	0	13870	4	0
8	31151	Not Depressed	1	59	Black	Citizen	3	Married	2	No	USA	No	7	1.0	44.0	1.0	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	None	None	None	1.0	0.0	1.0	0.0	0.0	54.0	Rheumatoid	0.0	82.9	167.6	29.51	56.0	0.0	136.0	76.0	205.0	76.0	123.0	104.0	3.7	13.0	19.0	99.0	16.0	9.1	26.0	0.9	14.0	82.0	54.0	125.0	4.0	0.5	6.9	5.4	140.0	4.0	108.0	280.0	3.2	4.3	37.8	10.4	39.8	11.0	1.0	1.6	0.4	1.7	5.000000e-01	5.397605e-79	4.02	11.8	34.5	85.9	29.3	34.1	13.6	261.0	8.3	Missing	Missing	0.0	Disabled	1.0	2.0	No	No	420.0	0.0	0.0	0.0	Yes	0.0	1.0	0.0	0.0	1.0	0.0	25	1	60	0	10585	4	7
9	31152	Not Depressed	1	27	Mexican	Citizen	3	Married	5	Yes	Mexico	No	7	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	0.0	Missing	0.0	94.1	153.6	39.88	78.0	1.0	94.0	62.0	243.0	68.0	0.0	0.0	2.8	10.0	14.0	72.0	6.0	9.1	19.0	0.6	8.0	72.0	87.0	88.0	4.3	0.3	6.4	4.2	139.0	3.7	108.0	274.0	3.6	9.7	17.2	3.8	76.6	1.6	0.9	1.7	0.4	7.4	2.000000e-01	1.000000e-01	4.09	12.6	36.6	89.6	30.8	34.5	12.6	342.0	7.6	Missing	Missing	0.0	Home Caretaker	0.0	8.0	Yes	Yes	180.0	0.0	0.0	0.0	No	0.0	0.0	1.0	1.0	0.0	1.0	0	0	0	0	0	4	0

Last rows

	SEQN	depression	gender	age	race	citizenship	education_level	marital_status	household_size	pregnant	birth_place	veteran	household_income	asthma	asthma_onset	asthma_currently	ever_overweight	blood_transfusion	arthritis	liver_condition	liver_condition_currently	cancer	first_cancer_type	second_cancer_type	third_cancer_type	asthma_relative	diabetes_relative	hay_fever	arthritis_onset	liver_condition_onset	cancer_onset	arthritis_type	first_cancer_count	weight	height	BMI	pulse	systolic	diastolic	total_cholesterol	HDL	triglyceride	LDL	albumin	ALT	AST	ALP	BUN	calcium	CO2	creatinine	GGT	glucose	iron	LHD	phosphorus	bilirubin	total_protein	uric_acid	sodium	potassium	chloride	osmolality	globulin	white_BCC	lymphocyte_percent	monocyte_percent	neutrophils_percent	eosinophils_percent	basophils_percent	lymphocyte_count	monocyte_count	neutrophils_count	eosinophils_count	basophils_count	RBC_count	hemoglobin	hematocrit	MCV	MCH	MCHC	RDW	platelet_count	MPV	full_time_work	work_type	time_in_current_job	out_of_work	trouble_sleeping_history	sleep_hours	vigorous_recreation	moderate_recreation	sedentary_time	vigorous_work	moderate_work	drinks_per_occasion	lifetime_alcohol_consumption	drinks_past_year	cant_work	limited_work	walking_equipment	memory_problems	healthcare_equipment	health_problem_Other Impairment	health_problem_Bone or Joint	health_problem_Arthritis	marijuana_use	marijuana_per_month	cocaine_use	cocaine_number_uses	meth_use	meth_number_uses	rehab_program	start_smoking_age	current_smoker	previous_cigarettes_per_day	current_cigarettes_per_day	days_quit_smoking	household_smokers	prescriptions_count
36249	102934	Not Depressed	0	48	Black	Citizen	3	Married	3	Missing	USA	No	9	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	1.0	0.0	0.0	0.0	0.0	Missing	0.0	83.7	178.5	26.3	0.0	0.0	0.0	180.0	45.0	98.0	115.0	3.8	12.0	16.0	59.0	14.0	9.1	28.0	1.30	28.0	89.0	96.0	191.0	3.6	0.4	7.3	6.0	141.0	3.8	100.0	281.0	3.5	16.3	18.2	5.6	75.5	0.5	0.3	3.0	0.9	12.3	1.000000e-01	5.397605e-79	4.39	14.2	42.6	97.1	32.3	33.3	13.3	227.0	7.4	Missing	Private Wage Worker	192.0	Missing	0.0	7.5	No	No	120.0	1.0	0.0	3.0	Yes	52.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	24	3	0	12	0	2	0
36250	102935	Depressed	1	27	White	Citizen	5	Partner	2	No	USA	No	11	1.0	15.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	27.0	0.0	0.0	Rheumatoid	0.0	59.5	158.9	23.6	82.0	116.0	64.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.00	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.000000e+00	0.000000e+00	0.00	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Missing	Missing	0.0	Disabled	1.0	8.0	Yes	Yes	720.0	1.0	0.0	1.0	Yes	182.0	1.0	1.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	2	5
36251	102943	Not Depressed	1	48	Mexican	Citizen	4	Partner	6	Missing	USA	No	12	1.0	41.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	None	None	None	0.0	1.0	0.0	0.0	48.0	0.0	Missing	0.0	122.7	181.1	37.4	74.0	134.0	80.0	223.0	58.0	0.0	0.0	3.9	31.0	30.0	92.0	16.0	9.6	24.0	0.65	26.0	86.0	50.0	161.0	4.0	0.3	7.5	5.5	143.0	4.0	102.0	285.0	3.6	9.5	44.3	4.6	47.9	2.1	1.2	4.2	0.4	4.6	2.000000e-01	1.000000e-01	4.69	13.9	42.3	90.3	29.7	32.9	14.0	308.0	9.3	Missing	Private Wage Worker	17.0	Missing	0.0	5.5	No	No	60.0	1.0	1.0	2.0	Yes	5.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	1
36252	102944	Not Depressed	0	55	Other and Multiracial	Citizen	3	Married	4	Missing	Mexico	No	11	1.0	42.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	1.0	0.0	0.0	0.0	0.0	Missing	0.0	78.8	163.1	29.6	82.0	0.0	0.0	214.0	50.0	0.0	0.0	4.1	39.0	31.0	44.0	14.0	9.2	26.0	0.83	49.0	93.0	75.0	183.0	3.3	0.5	7.7	6.8	143.0	3.1	100.0	285.0	3.6	7.6	35.6	8.1	50.3	5.6	0.5	2.7	0.6	3.8	4.000000e-01	5.397605e-79	5.31	16.9	49.1	92.5	31.9	34.5	13.2	265.0	6.7	Missing	Private Wage Worker	156.0	Missing	0.0	6.0	No	No	600.0	0.0	1.0	3.0	Yes	12.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	1
36253	102947	Not Depressed	0	75	Black	Citizen	5	Divorced	1	Missing	USA	No	8	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	Prostate	None	None	0.0	0.0	0.0	0.0	0.0	68.0	Missing	1.0	73.2	170.4	25.2	60.0	160.0	82.0	143.0	70.0	35.0	66.0	4.5	22.0	26.0	64.0	25.0	9.5	24.0	1.81	26.0	77.0	85.0	469.0	3.6	0.6	7.7	6.8	142.0	4.9	104.0	286.0	3.2	3.6	38.0	18.6	42.5	0.3	0.7	1.4	0.7	1.5	5.397605e-79	5.397605e-79	4.93	10.7	34.8	70.6	21.7	30.7	20.0	118.0	9.3	No	Private Wage Worker	132.0	Missing	0.0	7.0	No	Yes	240.0	0.0	0.0	1.0	Yes	5.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	19	1	5	0	12775	0	4
36254	102949	Not Depressed	0	33	White	Citizen	3	Partner	5	Missing	USA	No	6	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	0.0	Missing	0.0	76.9	180.1	23.7	96.0	120.0	72.0	201.0	73.0	0.0	0.0	4.5	26.0	29.0	104.0	20.0	9.2	25.0	1.05	14.0	96.0	97.0	185.0	4.5	0.3	7.3	5.4	143.0	5.3	103.0	287.0	2.8	9.0	29.8	8.8	59.0	2.2	0.4	2.7	0.8	5.3	2.000000e-01	5.397605e-79	4.65	14.5	43.3	93.2	31.1	33.4	13.0	254.0	8.6	Missing	Self Employed	60.0	Missing	0.0	6.5	No	No	60.0	1.0	1.0	0.0	No	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	5.0	1.0	3.0	1.0	2.0	1.0	18	3	0	20	0	2	0
36255	102952	Not Depressed	1	70	Other and Multiracial	Citizen	3	Married	2	Missing	Mexico	No	4	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	0.0	0.0	0.0	Missing	0.0	49.0	156.5	20.0	68.0	136.0	74.0	119.0	60.0	78.0	43.0	4.8	22.0	27.0	57.0	13.0	9.9	27.0	0.70	18.0	150.0	140.0	168.0	3.7	1.2	7.4	6.4	143.0	4.1	100.0	288.0	2.6	5.1	34.9	7.1	56.2	1.3	0.6	1.8	0.4	2.9	1.000000e-01	5.397605e-79	4.64	13.4	40.6	87.7	29.0	33.1	13.3	161.0	9.1	Missing	Missing	0.0	Retired	0.0	8.5	No	Yes	120.0	0.0	0.0	0.0	Yes	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	1
36256	102953	Not Depressed	0	42	Mexican	Not Citizen	3	Separated	1	Missing	Mexico	No	5	1.0	42.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	None	None	None	1.0	0.0	1.0	0.0	34.0	0.0	Missing	0.0	97.4	164.9	35.8	78.0	124.0	76.0	182.0	49.0	0.0	0.0	4.0	40.0	29.0	115.0	17.0	9.0	24.0	0.92	28.0	101.0	70.0	136.0	3.5	0.6	7.5	5.8	144.0	3.8	106.0	289.0	3.5	8.3	28.3	6.8	60.8	3.6	0.6	2.3	0.6	5.0	3.000000e-01	5.397605e-79	5.01	15.5	44.4	88.8	30.9	34.8	13.6	227.0	8.7	Missing	Private Wage Worker	204.0	Missing	1.0	6.0	No	No	360.0	1.0	1.0	12.0	Yes	30.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	20	1	1	0	270	0	2
36257	102954	Not Depressed	1	41	Black	Citizen	5	Never Married	7	No	USA	No	10	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	None	None	None	1.0	1.0	0.0	0.0	0.0	0.0	Missing	0.0	69.1	162.6	26.1	78.0	116.0	66.0	172.0	54.0	49.0	108.0	3.9	6.0	15.0	55.0	8.0	9.0	21.0	0.69	8.0	88.0	20.0	123.0	3.5	0.2	6.5	3.1	137.0	3.6	101.0	272.0	2.6	5.1	43.5	11.8	39.9	3.5	1.4	2.2	0.6	2.0	2.000000e-01	1.000000e-01	3.72	6.4	23.1	61.9	17.3	27.9	19.6	145.0	9.7	Missing	Missing	0.0	Missing	0.0	8.0	No	Yes	600.0	0.0	0.0	0.0	No	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	0
36258	102956	Not Depressed	0	38	White	Citizen	4	Divorced	5	Missing	USA	No	7	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	None	None	None	0.0	0.0	0.0	27.0	0.0	0.0	Osteoarthritis	0.0	111.5	175.8	36.1	76.0	150.0	98.0	163.0	34.0	269.0	75.0	4.3	47.0	27.0	84.0	12.0	9.7	27.0	0.82	72.0	90.0	101.0	134.0	3.0	0.3	7.2	6.4	139.0	4.3	99.0	277.0	2.9	9.0	29.4	6.9	58.8	4.0	1.0	2.6	0.6	5.3	4.000000e-01	1.000000e-01	5.46	17.4	50.1	91.8	31.9	34.7	13.3	159.0	8.5	Missing	Missing	0.0	Health	1.0	8.0	No	No	720.0	0.0	0.0	2.0	Yes	9.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	16	3	0	20	0	1	5

Overview

Variables

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows